Dataset statistics
| Profiling Report | Transformed Data | |
|---|---|---|
| Number of variables | 23 | 23 |
| Number of observations | 10127 | 158 |
| Missing cells | 0 | 0 |
| Missing cells (%) | 0.0% | 0.0% |
| Duplicate rows | 0 | 0 |
| Duplicate rows (%) | 0.0% | 0.0% |
| Total size in memory | 1.8 MiB | 29.6 KiB |
| Average record size in memory | 184.0 B | 192.0 B |
Variable types
| Profiling Report | Transformed Data | |
|---|---|---|
| Numeric | 17 | 17 |
| Categorical | 6 | 6 |
| Profiling Report | Transformed Data | |
|---|---|---|
Customer_Age is highly overall correlated with Months_on_book | Customer_Age is highly overall correlated with Months_on_book | High Correlation |
Months_on_book is highly overall correlated with Customer_Age | Months_on_book is highly overall correlated with Customer_Age | High Correlation |
Months_Inactive_12_mon is highly overall correlated with Naive_Bayes_Classifier_Attrition_Flag_Card_Category_Contacts_Count_12_mon_Dependent_count_Education_Level_Months_Inactive_12_mon_1 and 1 other fields | Months_Inactive_12_mon is highly overall correlated with Naive_Bayes_Classifier_Attrition_Flag_Card_Category_Contacts_Count_12_mon_Dependent_count_Education_Level_Months_Inactive_12_mon_1 and 1 other fields | High Correlation |
Contacts_Count_12_mon is highly overall correlated with Naive_Bayes_Classifier_Attrition_Flag_Card_Category_Contacts_Count_12_mon_Dependent_count_Education_Level_Months_Inactive_12_mon_1 and 1 other fields | Contacts_Count_12_mon is highly overall correlated with Naive_Bayes_Classifier_Attrition_Flag_Card_Category_Contacts_Count_12_mon_Dependent_count_Education_Level_Months_Inactive_12_mon_1 and 1 other fields | High Correlation |
Credit_Limit is highly overall correlated with Avg_Open_To_Buy | Credit_Limit is highly overall correlated with Avg_Open_To_Buy and 1 other fields | High Correlation |
Total_Revolving_Bal is highly overall correlated with Avg_Utilization_Ratio | Total_Revolving_Bal is highly overall correlated with Attrition_Flag | High Correlation |
Avg_Open_To_Buy is highly overall correlated with Credit_Limit and 1 other fields | Avg_Open_To_Buy is highly overall correlated with Credit_Limit and 1 other fields | High Correlation |
Total_Trans_Amt is highly overall correlated with Total_Trans_Ct | Total_Trans_Amt is highly overall correlated with Total_Trans_Ct | High Correlation |
Total_Trans_Ct is highly overall correlated with Total_Trans_Amt | Total_Trans_Ct is highly overall correlated with Total_Trans_Amt and 1 other fields | High Correlation |
Avg_Utilization_Ratio is highly overall correlated with Total_Revolving_Bal and 1 other fields | Avg_Utilization_Ratio is highly overall correlated with Credit_Limit and 1 other fields | High Correlation |
Naive_Bayes_Classifier_Attrition_Flag_Card_Category_Contacts_Count_12_mon_Dependent_count_Education_Level_Months_Inactive_12_mon_1 is highly overall correlated with Months_Inactive_12_mon and 3 other fields | Naive_Bayes_Classifier_Attrition_Flag_Card_Category_Contacts_Count_12_mon_Dependent_count_Education_Level_Months_Inactive_12_mon_1 is highly overall correlated with Months_Inactive_12_mon and 3 other fields | High Correlation |
Naive_Bayes_Classifier_Attrition_Flag_Card_Category_Contacts_Count_12_mon_Dependent_count_Education_Level_Months_Inactive_12_mon_2 is highly overall correlated with Months_Inactive_12_mon and 3 other fields | Naive_Bayes_Classifier_Attrition_Flag_Card_Category_Contacts_Count_12_mon_Dependent_count_Education_Level_Months_Inactive_12_mon_2 is highly overall correlated with Months_Inactive_12_mon and 3 other fields | High Correlation |
Attrition_Flag is highly overall correlated with Naive_Bayes_Classifier_Attrition_Flag_Card_Category_Contacts_Count_12_mon_Dependent_count_Education_Level_Months_Inactive_12_mon_1 and 1 other fields | Attrition_Flag is highly overall correlated with Total_Revolving_Bal and 3 other fields | High Correlation |
Gender is highly overall correlated with Income_Category | Gender is highly overall correlated with Income_Category | High Correlation |
Income_Category is highly overall correlated with Gender | Income_Category is highly overall correlated with Gender | High Correlation |
Card_Category is highly imbalanced (79.2%) | Alert not present in this dataset | Imbalance |
CLIENTNUM has unique values | CLIENTNUM has unique values | Unique |
Dependent_count has 904 (8.9%) zeros | Dependent_count has 15 (9.5%) zeros | Zeros |
Contacts_Count_12_mon has 399 (3.9%) zeros | Contacts_Count_12_mon has 10 (6.3%) zeros | Zeros |
Total_Revolving_Bal has 2470 (24.4%) zeros | Alert not present in this dataset | Zeros |
Avg_Utilization_Ratio has 2470 (24.4%) zeros | Alert not present in this dataset | Zeros |
| Alert not present in this dataset | Card_Category has constant value "" | Constant |
Reproduction
| Profiling Report | Transformed Data | |
|---|---|---|
| Analysis started | 2023-11-13 09:19:56.311607 | 2023-11-13 09:21:01.387917 |
| Analysis finished | 2023-11-13 09:20:29.973901 | 2023-11-13 09:21:28.799053 |
| Duration | 33.66 seconds | 27.41 seconds |
| Software version | ydata-profiling vv4.6.1 | ydata-profiling vv4.6.1 |
| Download configuration | config.json | config.json |
CLIENTNUM
Real number (ℝ)
| Profiling Report | Transformed Data | |
|---|---|---|
| Distinct | 10127 | 158 |
| Distinct (%) | 100.0% | 100.0% |
| Missing | 0 | 0 |
| Missing (%) | 0.0% | 0.0% |
| Infinite | 0 | 0 |
| Infinite (%) | 0.0% | 0.0% |
| Mean | 7.3917761 × 108 | 7.4247182 × 108 |
| Profiling Report | Transformed Data | |
|---|---|---|
| Minimum | 7.0808208 × 108 | 7.0839701 × 108 |
| Maximum | 8.2834308 × 108 | 8.2828833 × 108 |
| Zeros | 0 | 0 |
| Zeros (%) | 0.0% | 0.0% |
| Negative | 0 | 0 |
| Negative (%) | 0.0% | 0.0% |
| Memory size | 79.2 KiB | 2.5 KiB |
Quantile statistics
| Profiling Report | Transformed Data | |
|---|---|---|
| Minimum | 7.0808208 × 108 | 7.0839701 × 108 |
| 5-th percentile | 7.0912039 × 108 | 7.098795 × 108 |
| Q1 | 7.1303677 × 108 | 7.1410218 × 108 |
| median | 7.1792636 × 108 | 7.177149 × 108 |
| Q3 | 7.7314353 × 108 | 7.7950177 × 108 |
| 95-th percentile | 8.1421203 × 108 | 8.190501 × 108 |
| Maximum | 8.2834308 × 108 | 8.2828833 × 108 |
| Range | 1.20261 × 108 | 1.1989132 × 108 |
| Interquartile range (IQR) | 60106762 | 65399588 |
Descriptive statistics
| Profiling Report | Transformed Data | |
|---|---|---|
| Standard deviation | 36903783 | 39299580 |
| Coefficient of variation (CV) | 0.049925462 | 0.052930737 |
| Kurtosis | -0.6156397 | -0.84528214 |
| Mean | 7.3917761 × 108 | 7.4247182 × 108 |
| Median Absolute Deviation (MAD) | 6347700 | 5567212.5 |
| Skewness | 0.99560101 | 0.89019404 |
| Sum | 7.4856516 × 1012 | 1.1731055 × 1011 |
| Variance | 1.3618892 × 1015 | 1.544457 × 1015 |
| Monotonicity | Not monotonic | Not monotonic |
| Value | Count | Frequency (%) |
| 768805383 | 1 | < 0.1% |
| 711784908 | 1 | < 0.1% |
| 720133908 | 1 | < 0.1% |
| 803197833 | 1 | < 0.1% |
| 812222208 | 1 | < 0.1% |
| 757634583 | 1 | < 0.1% |
| 719362458 | 1 | < 0.1% |
| 789331908 | 1 | < 0.1% |
| 715616358 | 1 | < 0.1% |
| 806900508 | 1 | < 0.1% |
| Other values (10117) | 10117 |
| Value | Count | Frequency (%) |
| 715190283 | 1 | 0.6% |
| 712613808 | 1 | 0.6% |
| 820868508 | 1 | 0.6% |
| 789095958 | 1 | 0.6% |
| 708397008 | 1 | 0.6% |
| 779405133 | 1 | 0.6% |
| 789907533 | 1 | 0.6% |
| 823908858 | 1 | 0.6% |
| 716689383 | 1 | 0.6% |
| 715418508 | 1 | 0.6% |
| Other values (148) | 148 |
| Value | Count | Frequency (%) |
| 708082083 | 1 | |
| 708083283 | 1 | |
| 708084558 | 1 | |
| 708085458 | 1 | |
| 708086958 | 1 | |
| 708095133 | 1 | |
| 708098133 | 1 | |
| 708099183 | 1 | |
| 708100533 | 1 | |
| 708103608 | 1 |
| Value | Count | Frequency (%) |
| 708397008 | 1 | |
| 708426483 | 1 | |
| 708702258 | 1 | |
| 708880683 | 1 | |
| 709094358 | 1 | |
| 709273383 | 1 | |
| 709310433 | 1 | |
| 709788783 | 1 | |
| 709895508 | 1 | |
| 710357208 | 1 |
| Value | Count | Frequency (%) |
| 708397008 | 1 | |
| 708426483 | 1 | |
| 708702258 | 1 | |
| 708880683 | 1 | |
| 709094358 | 1 | |
| 709273383 | 1 | |
| 709310433 | 1 | |
| 709788783 | 1 | |
| 709895508 | 1 | |
| 710357208 | 1 |
| Value | Count | Frequency (%) |
| 708082083 | 1 | |
| 708083283 | 1 | |
| 708084558 | 1 | |
| 708085458 | 1 | |
| 708086958 | 1 | |
| 708095133 | 1 | |
| 708098133 | 1 | |
| 708099183 | 1 | |
| 708100533 | 1 | |
| 708103608 | 1 |
Attrition_Flag
Categorical
| Profiling Report | Transformed Data | |
|---|---|---|
| Distinct | 2 | 2 |
| Distinct (%) | < 0.1% | 1.3% |
| Missing | 0 | 0 |
| Missing (%) | 0.0% | 0.0% |
| Memory size | 79.2 KiB | 2.5 KiB |
| Existing Customer | |
|---|---|
| Attrited Customer |
| Existing Customer | |
|---|---|
| Attrited Customer |
Length
| Profiling Report | Transformed Data | |
|---|---|---|
| Max length | 17 | 17 |
| Median length | 17 | 17 |
| Mean length | 17 | 17 |
| Min length | 17 | 17 |
Characters and Unicode
| Profiling Report | Transformed Data | |
|---|---|---|
| Total characters | 172159 | 2686 |
| Distinct characters | 16 | 16 |
| Distinct categories | 3 | 3 ? |
| Distinct scripts | 2 | 2 ? |
| Distinct blocks | 1 | 1 ? |
Unique
| Profiling Report | Transformed Data | |
|---|---|---|
| Unique | 0 | 0 ? |
| Unique (%) | 0.0% | 0.0% |
Sample
| Profiling Report | Transformed Data | |
|---|---|---|
| 1st row | Existing Customer | Existing Customer |
| 2nd row | Existing Customer | Existing Customer |
| 3rd row | Existing Customer | Existing Customer |
| 4th row | Existing Customer | Attrited Customer |
| 5th row | Existing Customer | Existing Customer |
Common Values
| Value | Count | Frequency (%) |
| Existing Customer | 8500 | |
| Attrited Customer | 1627 | 16.1% |
| Value | Count | Frequency (%) |
| Existing Customer | 127 | |
| Attrited Customer | 31 | 19.6% |
Length
Common Values (Plot)
Profiling Report
Transformed Data
| Value | Count | Frequency (%) |
| customer | 10127 | |
| existing | 8500 | |
| attrited | 1627 | 8.0% |
| Value | Count | Frequency (%) |
| customer | 158 | |
| existing | 127 | |
| attrited | 31 | 9.8% |
Most occurring characters
| Value | Count | Frequency (%) |
| t | 23508 | |
| i | 18627 | |
| s | 18627 | |
| e | 11754 | 6.8% |
| r | 11754 | 6.8% |
| 10127 | 5.9% | |
| C | 10127 | 5.9% |
| u | 10127 | 5.9% |
| o | 10127 | 5.9% |
| m | 10127 | 5.9% |
| Other values (6) | 37254 |
| Value | Count | Frequency (%) |
| t | 378 | |
| i | 285 | |
| s | 285 | |
| e | 189 | 7.0% |
| r | 189 | 7.0% |
| 158 | 5.9% | |
| C | 158 | 5.9% |
| u | 158 | 5.9% |
| o | 158 | 5.9% |
| m | 158 | 5.9% |
| Other values (6) | 570 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 141778 | |
| Uppercase Letter | 20254 | 11.8% |
| Space Separator | 10127 | 5.9% |
| Value | Count | Frequency (%) |
| Lowercase Letter | 2212 | |
| Uppercase Letter | 316 | 11.8% |
| Space Separator | 158 | 5.9% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| t | 23508 | |
| i | 18627 | |
| s | 18627 | |
| e | 11754 | |
| r | 11754 | |
| u | 10127 | |
| o | 10127 | |
| m | 10127 | |
| x | 8500 | 6.0% |
| n | 8500 | 6.0% |
| Other values (2) | 10127 |
| Value | Count | Frequency (%) |
| t | 378 | |
| i | 285 | |
| s | 285 | |
| e | 189 | |
| r | 189 | |
| u | 158 | |
| o | 158 | |
| m | 158 | |
| x | 127 | 5.7% |
| n | 127 | 5.7% |
| Other values (2) | 158 |
Space Separator
| Value | Count | Frequency (%) |
| 10127 |
| Value | Count | Frequency (%) |
| 158 |
Uppercase Letter
| Value | Count | Frequency (%) |
| C | 10127 | |
| E | 8500 | |
| A | 1627 | 8.0% |
| Value | Count | Frequency (%) |
| C | 158 | |
| E | 127 | |
| A | 31 | 9.8% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 162032 | |
| Common | 10127 | 5.9% |
| Value | Count | Frequency (%) |
| Latin | 2528 | |
| Common | 158 | 5.9% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| t | 23508 | |
| i | 18627 | |
| s | 18627 | |
| e | 11754 | |
| r | 11754 | |
| C | 10127 | 6.2% |
| u | 10127 | 6.2% |
| o | 10127 | 6.2% |
| m | 10127 | 6.2% |
| E | 8500 | 5.2% |
| Other values (5) | 28754 |
| Value | Count | Frequency (%) |
| t | 378 | |
| i | 285 | |
| s | 285 | |
| e | 189 | |
| r | 189 | |
| C | 158 | 6.2% |
| u | 158 | 6.2% |
| o | 158 | 6.2% |
| m | 158 | 6.2% |
| E | 127 | 5.0% |
| Other values (5) | 443 |
Common
| Value | Count | Frequency (%) |
| 10127 |
| Value | Count | Frequency (%) |
| 158 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 172159 |
| Value | Count | Frequency (%) |
| ASCII | 2686 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| t | 23508 | |
| i | 18627 | |
| s | 18627 | |
| e | 11754 | 6.8% |
| r | 11754 | 6.8% |
| 10127 | 5.9% | |
| C | 10127 | 5.9% |
| u | 10127 | 5.9% |
| o | 10127 | 5.9% |
| m | 10127 | 5.9% |
| Other values (6) | 37254 |
| Value | Count | Frequency (%) |
| t | 378 | |
| i | 285 | |
| s | 285 | |
| e | 189 | 7.0% |
| r | 189 | 7.0% |
| 158 | 5.9% | |
| C | 158 | 5.9% |
| u | 158 | 5.9% |
| o | 158 | 5.9% |
| m | 158 | 5.9% |
| Other values (6) | 570 |
Customer_Age
Real number (ℝ)
| Profiling Report | Transformed Data | |
|---|---|---|
| Distinct | 45 | 33 |
| Distinct (%) | 0.4% | 20.9% |
| Missing | 0 | 0 |
| Missing (%) | 0.0% | 0.0% |
| Infinite | 0 | 0 |
| Infinite (%) | 0.0% | 0.0% |
| Mean | 46.32596 | 47.829114 |
| Profiling Report | Transformed Data | |
|---|---|---|
| Minimum | 26 | 30 |
| Maximum | 73 | 65 |
| Zeros | 0 | 0 |
| Zeros (%) | 0.0% | 0.0% |
| Negative | 0 | 0 |
| Negative (%) | 0.0% | 0.0% |
| Memory size | 79.2 KiB | 2.5 KiB |
Quantile statistics
| Profiling Report | Transformed Data | |
|---|---|---|
| Minimum | 26 | 30 |
| 5-th percentile | 33 | 35.85 |
| Q1 | 41 | 43 |
| median | 46 | 48 |
| Q3 | 52 | 52 |
| 95-th percentile | 60 | 61 |
| Maximum | 73 | 65 |
| Range | 47 | 35 |
| Interquartile range (IQR) | 11 | 9 |
Descriptive statistics
| Profiling Report | Transformed Data | |
|---|---|---|
| Standard deviation | 8.016814 | 7.4021799 |
| Coefficient of variation (CV) | 0.1730523 | 0.15476306 |
| Kurtosis | -0.28861992 | -0.19481356 |
| Mean | 46.32596 | 47.829114 |
| Median Absolute Deviation (MAD) | 6 | 5 |
| Skewness | -0.033605016 | 0.073355251 |
| Sum | 469143 | 7557 |
| Variance | 64.269307 | 54.792268 |
| Monotonicity | Not monotonic | Not monotonic |
| Value | Count | Frequency (%) |
| 44 | 500 | 4.9% |
| 49 | 495 | 4.9% |
| 46 | 490 | 4.8% |
| 45 | 486 | 4.8% |
| 47 | 479 | 4.7% |
| 43 | 473 | 4.7% |
| 48 | 472 | 4.7% |
| 50 | 452 | 4.5% |
| 42 | 426 | 4.2% |
| 51 | 398 | 3.9% |
| Other values (35) | 5456 |
| Value | Count | Frequency (%) |
| 51 | 14 | 8.9% |
| 45 | 13 | 8.2% |
| 50 | 10 | 6.3% |
| 47 | 9 | 5.7% |
| 49 | 9 | 5.7% |
| 48 | 8 | 5.1% |
| 54 | 7 | 4.4% |
| 37 | 7 | 4.4% |
| 56 | 7 | 4.4% |
| 44 | 6 | 3.8% |
| Other values (23) | 68 |
| Value | Count | Frequency (%) |
| 26 | 78 | |
| 27 | 32 | 0.3% |
| 28 | 29 | 0.3% |
| 29 | 56 | 0.6% |
| 30 | 70 | 0.7% |
| 31 | 91 | |
| 32 | 106 | |
| 33 | 127 | |
| 34 | 146 | |
| 35 | 184 |
| Value | Count | Frequency (%) |
| 30 | 1 | 0.6% |
| 31 | 1 | 0.6% |
| 34 | 4 | |
| 35 | 2 | 1.3% |
| 36 | 2 | 1.3% |
| 37 | 7 | |
| 38 | 2 | 1.3% |
| 39 | 4 | |
| 40 | 4 | |
| 41 | 3 |
| Value | Count | Frequency (%) |
| 30 | 1 | < 0.1% |
| 31 | 1 | < 0.1% |
| 34 | 4 | |
| 35 | 2 | < 0.1% |
| 36 | 2 | < 0.1% |
| 37 | 7 | |
| 38 | 2 | < 0.1% |
| 39 | 4 | |
| 40 | 4 | |
| 41 | 3 |
| Value | Count | Frequency (%) |
| 26 | 78 | |
| 27 | 32 | 20.3% |
| 28 | 29 | 18.4% |
| 29 | 56 | 35.4% |
| 30 | 70 | 44.3% |
| 31 | 91 | |
| 32 | 106 | |
| 33 | 127 | |
| 34 | 146 | |
| 35 | 184 |
Gender
Categorical
| Profiling Report | Transformed Data | |
|---|---|---|
| Distinct | 2 | 2 |
| Distinct (%) | < 0.1% | 1.3% |
| Missing | 0 | 0 |
| Missing (%) | 0.0% | 0.0% |
| Memory size | 79.2 KiB | 2.5 KiB |
| F | |
|---|---|
| M |
| F | |
|---|---|
| M |
Length
| Profiling Report | Transformed Data | |
|---|---|---|
| Max length | 1 | 1 |
| Median length | 1 | 1 |
| Mean length | 1 | 1 |
| Min length | 1 | 1 |
Characters and Unicode
| Profiling Report | Transformed Data | |
|---|---|---|
| Total characters | 10127 | 158 |
| Distinct characters | 2 | 2 |
| Distinct categories | 1 | 1 ? |
| Distinct scripts | 1 | 1 ? |
| Distinct blocks | 1 | 1 ? |
Unique
| Profiling Report | Transformed Data | |
|---|---|---|
| Unique | 0 | 0 ? |
| Unique (%) | 0.0% | 0.0% |
Sample
| Profiling Report | Transformed Data | |
|---|---|---|
| 1st row | M | F |
| 2nd row | F | F |
| 3rd row | M | F |
| 4th row | F | F |
| 5th row | M | M |
Common Values
| Value | Count | Frequency (%) |
| F | 5358 | |
| M | 4769 |
| Value | Count | Frequency (%) |
| F | 86 | |
| M | 72 |
Length
Common Values (Plot)
Profiling Report
Transformed Data
| Value | Count | Frequency (%) |
| f | 5358 | |
| m | 4769 |
| Value | Count | Frequency (%) |
| f | 86 | |
| m | 72 |
Most occurring characters
| Value | Count | Frequency (%) |
| F | 5358 | |
| M | 4769 |
| Value | Count | Frequency (%) |
| F | 86 | |
| M | 72 |
Most occurring categories
| Value | Count | Frequency (%) |
| Uppercase Letter | 10127 |
| Value | Count | Frequency (%) |
| Uppercase Letter | 158 |
Most frequent character per category
Uppercase Letter
| Value | Count | Frequency (%) |
| F | 5358 | |
| M | 4769 |
| Value | Count | Frequency (%) |
| F | 86 | |
| M | 72 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 10127 |
| Value | Count | Frequency (%) |
| Latin | 158 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| F | 5358 | |
| M | 4769 |
| Value | Count | Frequency (%) |
| F | 86 | |
| M | 72 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 10127 |
| Value | Count | Frequency (%) |
| ASCII | 158 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| F | 5358 | |
| M | 4769 |
| Value | Count | Frequency (%) |
| F | 86 | |
| M | 72 |
Dependent_count
Real number (ℝ)
| Profiling Report | Transformed Data | |
|---|---|---|
| Distinct | 6 | 6 |
| Distinct (%) | 0.1% | 3.8% |
| Missing | 0 | 0 |
| Missing (%) | 0.0% | 0.0% |
| Infinite | 0 | 0 |
| Infinite (%) | 0.0% | 0.0% |
| Mean | 2.3462032 | 2.4113924 |
| Profiling Report | Transformed Data | |
|---|---|---|
| Minimum | 0 | 0 |
| Maximum | 5 | 5 |
| Zeros | 904 | 15 |
| Zeros (%) | 8.9% | 9.5% |
| Negative | 0 | 0 |
| Negative (%) | 0.0% | 0.0% |
| Memory size | 79.2 KiB | 2.5 KiB |
Quantile statistics
| Profiling Report | Transformed Data | |
|---|---|---|
| Minimum | 0 | 0 |
| 5-th percentile | 0 | 0 |
| Q1 | 1 | 2 |
| median | 2 | 2 |
| Q3 | 3 | 3 |
| 95-th percentile | 4 | 4 |
| Maximum | 5 | 5 |
| Range | 5 | 5 |
| Interquartile range (IQR) | 2 | 1 |
Descriptive statistics
| Profiling Report | Transformed Data | |
|---|---|---|
| Standard deviation | 1.2989083 | 1.2675758 |
| Coefficient of variation (CV) | 0.55362142 | 0.52566135 |
| Kurtosis | -0.68301665 | -0.38155799 |
| Mean | 2.3462032 | 2.4113924 |
| Median Absolute Deviation (MAD) | 1 | 1 |
| Skewness | -0.020825536 | -0.14992776 |
| Sum | 23760 | 381 |
| Variance | 1.6871629 | 1.6067484 |
| Monotonicity | Not monotonic | Not monotonic |
| Value | Count | Frequency (%) |
| 3 | 2732 | |
| 2 | 2655 | |
| 1 | 1838 | |
| 4 | 1574 | |
| 0 | 904 | 8.9% |
| 5 | 424 | 4.2% |
| Value | Count | Frequency (%) |
| 3 | 49 | |
| 2 | 46 | |
| 4 | 22 | |
| 1 | 19 | 12.0% |
| 0 | 15 | 9.5% |
| 5 | 7 | 4.4% |
| Value | Count | Frequency (%) |
| 0 | 904 | 8.9% |
| 1 | 1838 | |
| 2 | 2655 | |
| 3 | 2732 | |
| 4 | 1574 | |
| 5 | 424 | 4.2% |
| Value | Count | Frequency (%) |
| 0 | 15 | 9.5% |
| 1 | 19 | 12.0% |
| 2 | 46 | |
| 3 | 49 | |
| 4 | 22 | |
| 5 | 7 | 4.4% |
| Value | Count | Frequency (%) |
| 0 | 15 | 0.1% |
| 1 | 19 | 0.2% |
| 2 | 46 | |
| 3 | 49 | |
| 4 | 22 | |
| 5 | 7 | 0.1% |
| Value | Count | Frequency (%) |
| 0 | 904 | 572.2% |
| 1 | 1838 | |
| 2 | 2655 | |
| 3 | 2732 | |
| 4 | 1574 | |
| 5 | 424 | 268.4% |
Education_Level
Categorical
| Profiling Report | Transformed Data | |
|---|---|---|
| Distinct | 7 | 5 |
| Distinct (%) | 0.1% | 3.2% |
| Missing | 0 | 0 |
| Missing (%) | 0.0% | 0.0% |
| Memory size | 79.2 KiB | 2.5 KiB |
| Graduate | |
|---|---|
| High School | |
| Unknown | |
| Uneducated | |
| College | |
| Other values (2) |
| Graduate | |
|---|---|
| Uneducated | |
| Unknown | |
| College | |
| Doctorate |
Length
| Profiling Report | Transformed Data | |
|---|---|---|
| Max length | 13 | 10 |
| Median length | 11 | 9 |
| Mean length | 8.9392713 | 8.1835443 |
| Min length | 7 | 7 |
Characters and Unicode
| Profiling Report | Transformed Data | |
|---|---|---|
| Total characters | 90528 | 1293 |
| Distinct characters | 25 | 17 |
| Distinct categories | 4 | 2 ? |
| Distinct scripts | 2 | 1 ? |
| Distinct blocks | 1 | 1 ? |
Unique
| Profiling Report | Transformed Data | |
|---|---|---|
| Unique | 0 | 0 ? |
| Unique (%) | 0.0% | 0.0% |
Sample
| Profiling Report | Transformed Data | |
|---|---|---|
| 1st row | High School | Graduate |
| 2nd row | Graduate | Graduate |
| 3rd row | Graduate | Uneducated |
| 4th row | High School | Uneducated |
| 5th row | Uneducated | Unknown |
Common Values
| Value | Count | Frequency (%) |
| Graduate | 3128 | |
| High School | 2013 | |
| Unknown | 1519 | |
| Uneducated | 1487 | |
| College | 1013 | 10.0% |
| Post-Graduate | 516 | 5.1% |
| Doctorate | 451 | 4.5% |
| Value | Count | Frequency (%) |
| Graduate | 78 | |
| Uneducated | 29 | 18.4% |
| Unknown | 25 | 15.8% |
| College | 15 | 9.5% |
| Doctorate | 11 | 7.0% |
Length
Common Values (Plot)
Profiling Report
Transformed Data
| Value | Count | Frequency (%) |
| graduate | 3128 | |
| high | 2013 | |
| school | 2013 | |
| unknown | 1519 | |
| uneducated | 1487 | |
| college | 1013 | 8.3% |
| post-graduate | 516 | 4.3% |
| doctorate | 451 | 3.7% |
| Value | Count | Frequency (%) |
| graduate | 78 | |
| uneducated | 29 | 18.4% |
| unknown | 25 | 15.8% |
| college | 15 | 9.5% |
| doctorate | 11 | 7.0% |
Most occurring characters
| Value | Count | Frequency (%) |
| a | 9226 | 10.2% |
| e | 9095 | 10.0% |
| o | 7976 | 8.8% |
| d | 6618 | 7.3% |
| t | 6549 | 7.2% |
| n | 6044 | 6.7% |
| u | 5131 | 5.7% |
| r | 4095 | 4.5% |
| l | 4039 | 4.5% |
| h | 4026 | 4.4% |
| Other values (15) | 27729 |
| Value | Count | Frequency (%) |
| a | 196 | |
| e | 177 | |
| d | 136 | |
| t | 129 | |
| u | 107 | |
| n | 104 | |
| r | 89 | |
| G | 78 | 6.0% |
| o | 62 | 4.8% |
| U | 54 | 4.2% |
| Other values (7) | 161 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 75343 | |
| Uppercase Letter | 12656 | 14.0% |
| Space Separator | 2013 | 2.2% |
| Dash Punctuation | 516 | 0.6% |
| Value | Count | Frequency (%) |
| Lowercase Letter | 1135 | |
| Uppercase Letter | 158 | 12.2% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| a | 9226 | |
| e | 9095 | |
| o | 7976 | |
| d | 6618 | |
| t | 6549 | |
| n | 6044 | |
| u | 5131 | |
| r | 4095 | 5.4% |
| l | 4039 | 5.4% |
| h | 4026 | 5.3% |
| Other values (6) | 12544 |
| Value | Count | Frequency (%) |
| a | 196 | |
| e | 177 | |
| d | 136 | |
| t | 129 | |
| u | 107 | |
| n | 104 | |
| r | 89 | |
| o | 62 | 5.5% |
| c | 40 | 3.5% |
| l | 30 | 2.6% |
| Other values (3) | 65 | 5.7% |
Uppercase Letter
| Value | Count | Frequency (%) |
| G | 3644 | |
| U | 3006 | |
| S | 2013 | |
| H | 2013 | |
| C | 1013 | 8.0% |
| P | 516 | 4.1% |
| D | 451 | 3.6% |
| Value | Count | Frequency (%) |
| G | 78 | |
| U | 54 | |
| C | 15 | 9.5% |
| D | 11 | 7.0% |
Space Separator
| Value | Count | Frequency (%) |
| 2013 |
Dash Punctuation
| Value | Count | Frequency (%) |
| - | 516 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 87999 | |
| Common | 2529 | 2.8% |
| Value | Count | Frequency (%) |
| Latin | 1293 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| a | 9226 | 10.5% |
| e | 9095 | 10.3% |
| o | 7976 | 9.1% |
| d | 6618 | 7.5% |
| t | 6549 | 7.4% |
| n | 6044 | 6.9% |
| u | 5131 | 5.8% |
| r | 4095 | 4.7% |
| l | 4039 | 4.6% |
| h | 4026 | 4.6% |
| Other values (13) | 25200 |
| Value | Count | Frequency (%) |
| a | 196 | |
| e | 177 | |
| d | 136 | |
| t | 129 | |
| u | 107 | |
| n | 104 | |
| r | 89 | |
| G | 78 | 6.0% |
| o | 62 | 4.8% |
| U | 54 | 4.2% |
| Other values (7) | 161 |
Common
| Value | Count | Frequency (%) |
| 2013 | ||
| - | 516 | 20.4% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 90528 |
| Value | Count | Frequency (%) |
| ASCII | 1293 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| a | 9226 | 10.2% |
| e | 9095 | 10.0% |
| o | 7976 | 8.8% |
| d | 6618 | 7.3% |
| t | 6549 | 7.2% |
| n | 6044 | 6.7% |
| u | 5131 | 5.7% |
| r | 4095 | 4.5% |
| l | 4039 | 4.5% |
| h | 4026 | 4.4% |
| Other values (15) | 27729 |
| Value | Count | Frequency (%) |
| a | 196 | |
| e | 177 | |
| d | 136 | |
| t | 129 | |
| u | 107 | |
| n | 104 | |
| r | 89 | |
| G | 78 | 6.0% |
| o | 62 | 4.8% |
| U | 54 | 4.2% |
| Other values (7) | 161 |
Marital_Status
Categorical
| Profiling Report | Transformed Data | |
|---|---|---|
| Distinct | 4 | 4 |
| Distinct (%) | < 0.1% | 2.5% |
| Missing | 0 | 0 |
| Missing (%) | 0.0% | 0.0% |
| Memory size | 79.2 KiB | 2.5 KiB |
| Married | |
|---|---|
| Single | |
| Unknown | |
| Divorced |
| Single | |
|---|---|
| Married | |
| Unknown | |
| Divorced | 6 |
Length
| Profiling Report | Transformed Data | |
|---|---|---|
| Max length | 8 | 8 |
| Median length | 7 | 7.5 |
| Mean length | 6.6845068 | 6.5759494 |
| Min length | 6 | 6 |
Characters and Unicode
| Profiling Report | Transformed Data | |
|---|---|---|
| Total characters | 67694 | 1039 |
| Distinct characters | 17 | 17 |
| Distinct categories | 2 | 2 ? |
| Distinct scripts | 1 | 1 ? |
| Distinct blocks | 1 | 1 ? |
Unique
| Profiling Report | Transformed Data | |
|---|---|---|
| Unique | 0 | 0 ? |
| Unique (%) | 0.0% | 0.0% |
Sample
| Profiling Report | Transformed Data | |
|---|---|---|
| 1st row | Married | Unknown |
| 2nd row | Single | Married |
| 3rd row | Married | Single |
| 4th row | Unknown | Single |
| 5th row | Married | Married |
Common Values
| Value | Count | Frequency (%) |
| Married | 4687 | |
| Single | 3943 | |
| Unknown | 749 | 7.4% |
| Divorced | 748 | 7.4% |
| Value | Count | Frequency (%) |
| Single | 73 | |
| Married | 68 | |
| Unknown | 11 | 7.0% |
| Divorced | 6 | 3.8% |
Length
Common Values (Plot)
Profiling Report
Transformed Data
| Value | Count | Frequency (%) |
| married | 4687 | |
| single | 3943 | |
| unknown | 749 | 7.4% |
| divorced | 748 | 7.4% |
| Value | Count | Frequency (%) |
| single | 73 | |
| married | 68 | |
| unknown | 11 | 7.0% |
| divorced | 6 | 3.8% |
Most occurring characters
| Value | Count | Frequency (%) |
| r | 10122 | |
| i | 9378 | |
| e | 9378 | |
| n | 6190 | |
| d | 5435 | |
| M | 4687 | |
| a | 4687 | |
| l | 3943 | 5.8% |
| g | 3943 | 5.8% |
| S | 3943 | 5.8% |
| Other values (7) | 5988 |
| Value | Count | Frequency (%) |
| e | 147 | |
| i | 147 | |
| r | 142 | |
| n | 106 | |
| d | 74 | |
| S | 73 | |
| l | 73 | |
| g | 73 | |
| M | 68 | |
| a | 68 | |
| Other values (7) | 68 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 57567 | |
| Uppercase Letter | 10127 | 15.0% |
| Value | Count | Frequency (%) |
| Lowercase Letter | 881 | |
| Uppercase Letter | 158 | 15.2% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| r | 10122 | |
| i | 9378 | |
| e | 9378 | |
| n | 6190 | |
| d | 5435 | |
| a | 4687 | |
| l | 3943 | 6.8% |
| g | 3943 | 6.8% |
| o | 1497 | 2.6% |
| k | 749 | 1.3% |
| Other values (3) | 2245 | 3.9% |
| Value | Count | Frequency (%) |
| e | 147 | |
| i | 147 | |
| r | 142 | |
| n | 106 | |
| d | 74 | |
| l | 73 | |
| g | 73 | |
| a | 68 | |
| o | 17 | 1.9% |
| k | 11 | 1.2% |
| Other values (3) | 23 | 2.6% |
Uppercase Letter
| Value | Count | Frequency (%) |
| M | 4687 | |
| S | 3943 | |
| U | 749 | 7.4% |
| D | 748 | 7.4% |
| Value | Count | Frequency (%) |
| S | 73 | |
| M | 68 | |
| U | 11 | 7.0% |
| D | 6 | 3.8% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 67694 |
| Value | Count | Frequency (%) |
| Latin | 1039 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| r | 10122 | |
| i | 9378 | |
| e | 9378 | |
| n | 6190 | |
| d | 5435 | |
| M | 4687 | |
| a | 4687 | |
| l | 3943 | 5.8% |
| g | 3943 | 5.8% |
| S | 3943 | 5.8% |
| Other values (7) | 5988 |
| Value | Count | Frequency (%) |
| e | 147 | |
| i | 147 | |
| r | 142 | |
| n | 106 | |
| d | 74 | |
| S | 73 | |
| l | 73 | |
| g | 73 | |
| M | 68 | |
| a | 68 | |
| Other values (7) | 68 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 67694 |
| Value | Count | Frequency (%) |
| ASCII | 1039 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| r | 10122 | |
| i | 9378 | |
| e | 9378 | |
| n | 6190 | |
| d | 5435 | |
| M | 4687 | |
| a | 4687 | |
| l | 3943 | 5.8% |
| g | 3943 | 5.8% |
| S | 3943 | 5.8% |
| Other values (7) | 5988 |
| Value | Count | Frequency (%) |
| e | 147 | |
| i | 147 | |
| r | 142 | |
| n | 106 | |
| d | 74 | |
| S | 73 | |
| l | 73 | |
| g | 73 | |
| M | 68 | |
| a | 68 | |
| Other values (7) | 68 |
Income_Category
Categorical
| Profiling Report | Transformed Data | |
|---|---|---|
| Distinct | 6 | 6 |
| Distinct (%) | 0.1% | 3.8% |
| Missing | 0 | 0 |
| Missing (%) | 0.0% | 0.0% |
| Memory size | 79.2 KiB | 2.5 KiB |
| Less than $40K | |
|---|---|
| $40K - $60K | |
| $80K - $120K | |
| $60K - $80K | |
| Unknown |
| Less than $40K | |
|---|---|
| $40K - $60K | |
| $60K - $80K | |
| Unknown | |
| $80K - $120K |
Length
| Profiling Report | Transformed Data | |
|---|---|---|
| Max length | 14 | 14 |
| Median length | 12 | 12 |
| Mean length | 11.480103 | 11.297468 |
| Min length | 7 | 7 |
Characters and Unicode
| Profiling Report | Transformed Data | |
|---|---|---|
| Total characters | 116259 | 1785 |
| Distinct characters | 22 | 22 |
| Distinct categories | 7 | 7 ? |
| Distinct scripts | 2 | 2 ? |
| Distinct blocks | 1 | 1 ? |
Unique
| Profiling Report | Transformed Data | |
|---|---|---|
| Unique | 0 | 0 ? |
| Unique (%) | 0.0% | 0.0% |
Sample
| Profiling Report | Transformed Data | |
|---|---|---|
| 1st row | $60K - $80K | $40K - $60K |
| 2nd row | Less than $40K | Unknown |
| 3rd row | $80K - $120K | $40K - $60K |
| 4th row | Less than $40K | Unknown |
| 5th row | $60K - $80K | $80K - $120K |
Common Values
| Value | Count | Frequency (%) |
| Less than $40K | 3561 | |
| $40K - $60K | 1790 | |
| $80K - $120K | 1535 | |
| $60K - $80K | 1402 | 13.8% |
| Unknown | 1112 | 11.0% |
| $120K + | 727 | 7.2% |
| Value | Count | Frequency (%) |
| Less than $40K | 51 | |
| $40K - $60K | 33 | |
| $60K - $80K | 30 | |
| Unknown | 22 | |
| $80K - $120K | 14 | 8.9% |
| $120K + | 8 | 5.1% |
Length
Common Values (Plot)
Profiling Report
Transformed Data
| Value | Count | Frequency (%) |
| 5454 | ||
| 40k | 5351 | |
| less | 3561 | |
| than | 3561 | |
| 60k | 3192 | |
| 80k | 2937 | |
| 120k | 2262 | |
| unknown | 1112 | 4.1% |
| Value | Count | Frequency (%) |
| 85 | ||
| 40k | 84 | |
| 60k | 63 | |
| less | 51 | |
| than | 51 | |
| 80k | 44 | |
| unknown | 22 | 5.2% |
| 120k | 22 | 5.2% |
Most occurring characters
| Value | Count | Frequency (%) |
| 17303 | ||
| K | 13742 | |
| 0 | 13742 | |
| $ | 13742 | |
| s | 7122 | 6.1% |
| n | 6897 | 5.9% |
| 4 | 5351 | 4.6% |
| - | 4727 | 4.1% |
| e | 3561 | 3.1% |
| L | 3561 | 3.1% |
| Other values (12) | 26511 |
| Value | Count | Frequency (%) |
| 264 | ||
| K | 213 | |
| 0 | 213 | |
| $ | 213 | |
| n | 117 | 6.6% |
| s | 102 | 5.7% |
| 4 | 84 | 4.7% |
| - | 77 | 4.3% |
| 6 | 63 | 3.5% |
| e | 51 | 2.9% |
| Other values (12) | 388 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 31599 | |
| Decimal Number | 29746 | |
| Uppercase Letter | 18415 | |
| Space Separator | 17303 | |
| Currency Symbol | 13742 | |
| Dash Punctuation | 4727 | 4.1% |
| Math Symbol | 727 | 0.6% |
| Value | Count | Frequency (%) |
| Lowercase Letter | 489 | |
| Decimal Number | 448 | |
| Uppercase Letter | 286 | |
| Space Separator | 264 | |
| Currency Symbol | 213 | |
| Dash Punctuation | 77 | 4.3% |
| Math Symbol | 8 | 0.4% |
Most frequent character per category
Space Separator
| Value | Count | Frequency (%) |
| 17303 |
| Value | Count | Frequency (%) |
| 264 |
Uppercase Letter
| Value | Count | Frequency (%) |
| K | 13742 | |
| L | 3561 | 19.3% |
| U | 1112 | 6.0% |
| Value | Count | Frequency (%) |
| K | 213 | |
| L | 51 | 17.8% |
| U | 22 | 7.7% |
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 13742 | |
| 4 | 5351 | 18.0% |
| 6 | 3192 | 10.7% |
| 8 | 2937 | 9.9% |
| 1 | 2262 | 7.6% |
| 2 | 2262 | 7.6% |
| Value | Count | Frequency (%) |
| 0 | 213 | |
| 4 | 84 | 18.8% |
| 6 | 63 | 14.1% |
| 8 | 44 | 9.8% |
| 1 | 22 | 4.9% |
| 2 | 22 | 4.9% |
Currency Symbol
| Value | Count | Frequency (%) |
| $ | 13742 |
| Value | Count | Frequency (%) |
| $ | 213 |
Lowercase Letter
| Value | Count | Frequency (%) |
| s | 7122 | |
| n | 6897 | |
| e | 3561 | |
| a | 3561 | |
| h | 3561 | |
| t | 3561 | |
| k | 1112 | 3.5% |
| o | 1112 | 3.5% |
| w | 1112 | 3.5% |
| Value | Count | Frequency (%) |
| n | 117 | |
| s | 102 | |
| e | 51 | |
| a | 51 | |
| h | 51 | |
| t | 51 | |
| k | 22 | 4.5% |
| o | 22 | 4.5% |
| w | 22 | 4.5% |
Dash Punctuation
| Value | Count | Frequency (%) |
| - | 4727 |
| Value | Count | Frequency (%) |
| - | 77 |
Math Symbol
| Value | Count | Frequency (%) |
| + | 727 |
| Value | Count | Frequency (%) |
| + | 8 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 66245 | |
| Latin | 50014 |
| Value | Count | Frequency (%) |
| Common | 1010 | |
| Latin | 775 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 17303 | ||
| 0 | 13742 | |
| $ | 13742 | |
| 4 | 5351 | 8.1% |
| - | 4727 | 7.1% |
| 6 | 3192 | 4.8% |
| 8 | 2937 | 4.4% |
| 1 | 2262 | 3.4% |
| 2 | 2262 | 3.4% |
| + | 727 | 1.1% |
| Value | Count | Frequency (%) |
| 264 | ||
| 0 | 213 | |
| $ | 213 | |
| 4 | 84 | 8.3% |
| - | 77 | 7.6% |
| 6 | 63 | 6.2% |
| 8 | 44 | 4.4% |
| 1 | 22 | 2.2% |
| 2 | 22 | 2.2% |
| + | 8 | 0.8% |
Latin
| Value | Count | Frequency (%) |
| K | 13742 | |
| s | 7122 | |
| n | 6897 | |
| e | 3561 | 7.1% |
| L | 3561 | 7.1% |
| a | 3561 | 7.1% |
| h | 3561 | 7.1% |
| t | 3561 | 7.1% |
| U | 1112 | 2.2% |
| k | 1112 | 2.2% |
| Other values (2) | 2224 | 4.4% |
| Value | Count | Frequency (%) |
| K | 213 | |
| n | 117 | |
| s | 102 | |
| e | 51 | 6.6% |
| L | 51 | 6.6% |
| a | 51 | 6.6% |
| h | 51 | 6.6% |
| t | 51 | 6.6% |
| U | 22 | 2.8% |
| k | 22 | 2.8% |
| Other values (2) | 44 | 5.7% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 116259 |
| Value | Count | Frequency (%) |
| ASCII | 1785 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 17303 | ||
| K | 13742 | |
| 0 | 13742 | |
| $ | 13742 | |
| s | 7122 | 6.1% |
| n | 6897 | 5.9% |
| 4 | 5351 | 4.6% |
| - | 4727 | 4.1% |
| e | 3561 | 3.1% |
| L | 3561 | 3.1% |
| Other values (12) | 26511 |
| Value | Count | Frequency (%) |
| 264 | ||
| K | 213 | |
| 0 | 213 | |
| $ | 213 | |
| n | 117 | 6.6% |
| s | 102 | 5.7% |
| 4 | 84 | 4.7% |
| - | 77 | 4.3% |
| 6 | 63 | 3.5% |
| e | 51 | 2.9% |
| Other values (12) | 388 |
Card_Category
Categorical
| Profiling Report | Transformed Data | |
|---|---|---|
| Distinct | 4 | 1 |
| Distinct (%) | < 0.1% | 0.6% |
| Missing | 0 | 0 |
| Missing (%) | 0.0% | 0.0% |
| Memory size | 79.2 KiB | 2.5 KiB |
| Blue | |
|---|---|
| Silver | 555 |
| Gold | 116 |
| Platinum | 20 |
| Blue |
|---|
Length
| Profiling Report | Transformed Data | |
|---|---|---|
| Max length | 8 | 4 |
| Median length | 4 | 4 |
| Mean length | 4.1175077 | 4 |
| Min length | 4 | 4 |
Characters and Unicode
| Profiling Report | Transformed Data | |
|---|---|---|
| Total characters | 41698 | 632 |
| Distinct characters | 16 | 4 |
| Distinct categories | 2 | 2 ? |
| Distinct scripts | 1 | 1 ? |
| Distinct blocks | 1 | 1 ? |
Unique
| Profiling Report | Transformed Data | |
|---|---|---|
| Unique | 0 | 0 ? |
| Unique (%) | 0.0% | 0.0% |
Sample
| Profiling Report | Transformed Data | |
|---|---|---|
| 1st row | Blue | Blue |
| 2nd row | Blue | Blue |
| 3rd row | Blue | Blue |
| 4th row | Blue | Blue |
| 5th row | Blue | Blue |
Common Values
| Value | Count | Frequency (%) |
| Blue | 9436 | |
| Silver | 555 | 5.5% |
| Gold | 116 | 1.1% |
| Platinum | 20 | 0.2% |
| Value | Count | Frequency (%) |
| Blue | 158 |
Length
Common Values (Plot)
Profiling Report
Transformed Data
| Value | Count | Frequency (%) |
| blue | 9436 | |
| silver | 555 | 5.5% |
| gold | 116 | 1.1% |
| platinum | 20 | 0.2% |
| Value | Count | Frequency (%) |
| blue | 158 |
Most occurring characters
| Value | Count | Frequency (%) |
| l | 10127 | |
| e | 9991 | |
| u | 9456 | |
| B | 9436 | |
| i | 575 | 1.4% |
| S | 555 | 1.3% |
| v | 555 | 1.3% |
| r | 555 | 1.3% |
| G | 116 | 0.3% |
| o | 116 | 0.3% |
| Other values (6) | 216 | 0.5% |
| Value | Count | Frequency (%) |
| B | 158 | |
| l | 158 | |
| u | 158 | |
| e | 158 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 31571 | |
| Uppercase Letter | 10127 | 24.3% |
| Value | Count | Frequency (%) |
| Lowercase Letter | 474 | |
| Uppercase Letter | 158 | 25.0% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| l | 10127 | |
| e | 9991 | |
| u | 9456 | |
| i | 575 | 1.8% |
| v | 555 | 1.8% |
| r | 555 | 1.8% |
| o | 116 | 0.4% |
| d | 116 | 0.4% |
| a | 20 | 0.1% |
| t | 20 | 0.1% |
| Other values (2) | 40 | 0.1% |
| Value | Count | Frequency (%) |
| l | 158 | |
| u | 158 | |
| e | 158 |
Uppercase Letter
| Value | Count | Frequency (%) |
| B | 9436 | |
| S | 555 | 5.5% |
| G | 116 | 1.1% |
| P | 20 | 0.2% |
| Value | Count | Frequency (%) |
| B | 158 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 41698 |
| Value | Count | Frequency (%) |
| Latin | 632 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| l | 10127 | |
| e | 9991 | |
| u | 9456 | |
| B | 9436 | |
| i | 575 | 1.4% |
| S | 555 | 1.3% |
| v | 555 | 1.3% |
| r | 555 | 1.3% |
| G | 116 | 0.3% |
| o | 116 | 0.3% |
| Other values (6) | 216 | 0.5% |
| Value | Count | Frequency (%) |
| B | 158 | |
| l | 158 | |
| u | 158 | |
| e | 158 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 41698 |
| Value | Count | Frequency (%) |
| ASCII | 632 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| l | 10127 | |
| e | 9991 | |
| u | 9456 | |
| B | 9436 | |
| i | 575 | 1.4% |
| S | 555 | 1.3% |
| v | 555 | 1.3% |
| r | 555 | 1.3% |
| G | 116 | 0.3% |
| o | 116 | 0.3% |
| Other values (6) | 216 | 0.5% |
| Value | Count | Frequency (%) |
| B | 158 | |
| l | 158 | |
| u | 158 | |
| e | 158 |
Months_on_book
Real number (ℝ)
| Profiling Report | Transformed Data | |
|---|---|---|
| Distinct | 44 | 34 |
| Distinct (%) | 0.4% | 21.5% |
| Missing | 0 | 0 |
| Missing (%) | 0.0% | 0.0% |
| Infinite | 0 | 0 |
| Infinite (%) | 0.0% | 0.0% |
| Mean | 35.928409 | 37.563291 |
| Profiling Report | Transformed Data | |
|---|---|---|
| Minimum | 13 | 13 |
| Maximum | 56 | 56 |
| Zeros | 0 | 0 |
| Zeros (%) | 0.0% | 0.0% |
| Negative | 0 | 0 |
| Negative (%) | 0.0% | 0.0% |
| Memory size | 79.2 KiB | 2.5 KiB |
Quantile statistics
| Profiling Report | Transformed Data | |
|---|---|---|
| Minimum | 13 | 13 |
| 5-th percentile | 22 | 24.85 |
| Q1 | 31 | 33 |
| median | 36 | 36 |
| Q3 | 40 | 42 |
| 95-th percentile | 50 | 51 |
| Maximum | 56 | 56 |
| Range | 43 | 43 |
| Interquartile range (IQR) | 9 | 9 |
Descriptive statistics
| Profiling Report | Transformed Data | |
|---|---|---|
| Standard deviation | 7.9864163 | 8.040846 |
| Coefficient of variation (CV) | 0.22228695 | 0.21406128 |
| Kurtosis | 0.40010012 | 0.24368305 |
| Mean | 35.928409 | 37.563291 |
| Median Absolute Deviation (MAD) | 4 | 5 |
| Skewness | -0.10656536 | -0.0011778359 |
| Sum | 363847 | 5935 |
| Variance | 63.782846 | 64.655204 |
| Monotonicity | Not monotonic | Not monotonic |
| Value | Count | Frequency (%) |
| 36 | 2463 | |
| 37 | 358 | 3.5% |
| 34 | 353 | 3.5% |
| 38 | 347 | 3.4% |
| 39 | 341 | 3.4% |
| 40 | 333 | 3.3% |
| 31 | 318 | 3.1% |
| 35 | 317 | 3.1% |
| 33 | 305 | 3.0% |
| 30 | 300 | 3.0% |
| Other values (34) | 4692 |
| Value | Count | Frequency (%) |
| 36 | 30 | |
| 40 | 10 | 6.3% |
| 41 | 10 | 6.3% |
| 46 | 8 | 5.1% |
| 35 | 8 | 5.1% |
| 39 | 7 | 4.4% |
| 43 | 6 | 3.8% |
| 32 | 6 | 3.8% |
| 28 | 6 | 3.8% |
| 33 | 5 | 3.2% |
| Other values (24) | 62 |
| Value | Count | Frequency (%) |
| 13 | 70 | |
| 14 | 16 | 0.2% |
| 15 | 34 | 0.3% |
| 16 | 29 | 0.3% |
| 17 | 39 | 0.4% |
| 18 | 58 | |
| 19 | 63 | |
| 20 | 74 | |
| 21 | 83 | |
| 22 | 105 |
| Value | Count | Frequency (%) |
| 13 | 1 | 0.6% |
| 19 | 1 | 0.6% |
| 20 | 1 | 0.6% |
| 22 | 4 | |
| 24 | 1 | 0.6% |
| 25 | 2 | 1.3% |
| 26 | 3 | |
| 27 | 3 | |
| 28 | 6 | |
| 29 | 4 |
| Value | Count | Frequency (%) |
| 13 | 1 | < 0.1% |
| 19 | 1 | < 0.1% |
| 20 | 1 | < 0.1% |
| 22 | 4 | |
| 24 | 1 | < 0.1% |
| 25 | 2 | < 0.1% |
| 26 | 3 | |
| 27 | 3 | |
| 28 | 6 | |
| 29 | 4 |
| Value | Count | Frequency (%) |
| 13 | 70 | |
| 14 | 16 | 10.1% |
| 15 | 34 | 21.5% |
| 16 | 29 | 18.4% |
| 17 | 39 | 24.7% |
| 18 | 58 | |
| 19 | 63 | |
| 20 | 74 | |
| 21 | 83 | |
| 22 | 105 |
Total_Relationship_Count
Real number (ℝ)
| Profiling Report | Transformed Data | |
|---|---|---|
| Distinct | 6 | 3 |
| Distinct (%) | 0.1% | 1.9% |
| Missing | 0 | 0 |
| Missing (%) | 0.0% | 0.0% |
| Infinite | 0 | 0 |
| Infinite (%) | 0.0% | 0.0% |
| Mean | 3.8125802 | 3.0759494 |
| Profiling Report | Transformed Data | |
|---|---|---|
| Minimum | 1 | 2 |
| Maximum | 6 | 4 |
| Zeros | 0 | 0 |
| Zeros (%) | 0.0% | 0.0% |
| Negative | 0 | 0 |
| Negative (%) | 0.0% | 0.0% |
| Memory size | 79.2 KiB | 2.5 KiB |
Quantile statistics
| Profiling Report | Transformed Data | |
|---|---|---|
| Minimum | 1 | 2 |
| 5-th percentile | 1 | 2 |
| Q1 | 3 | 3 |
| median | 4 | 3 |
| Q3 | 5 | 4 |
| 95-th percentile | 6 | 4 |
| Maximum | 6 | 4 |
| Range | 5 | 2 |
| Interquartile range (IQR) | 2 | 1 |
Descriptive statistics
| Profiling Report | Transformed Data | |
|---|---|---|
| Standard deviation | 1.5544079 | 0.74478487 |
| Coefficient of variation (CV) | 0.40770496 | 0.24213171 |
| Kurtosis | -1.0061305 | -1.1788354 |
| Mean | 3.8125802 | 3.0759494 |
| Median Absolute Deviation (MAD) | 1 | 1 |
| Skewness | -0.16245241 | -0.12354842 |
| Sum | 38610 | 486 |
| Variance | 2.4161838 | 0.55470451 |
| Monotonicity | Not monotonic | Not monotonic |
| Value | Count | Frequency (%) |
| 3 | 2305 | |
| 4 | 1912 | |
| 5 | 1891 | |
| 6 | 1866 | |
| 2 | 1243 | |
| 1 | 910 | 9.0% |
| Value | Count | Frequency (%) |
| 3 | 70 | |
| 4 | 50 | |
| 2 | 38 |
| Value | Count | Frequency (%) |
| 1 | 910 | 9.0% |
| 2 | 1243 | |
| 3 | 2305 | |
| 4 | 1912 | |
| 5 | 1891 | |
| 6 | 1866 |
| Value | Count | Frequency (%) |
| 2 | 38 | |
| 3 | 70 | |
| 4 | 50 |
| Value | Count | Frequency (%) |
| 2 | 38 | |
| 3 | 70 | |
| 4 | 50 |
| Value | Count | Frequency (%) |
| 1 | 910 | 575.9% |
| 2 | 1243 | |
| 3 | 2305 | |
| 4 | 1912 | |
| 5 | 1891 | |
| 6 | 1866 |
Months_Inactive_12_mon
Real number (ℝ)
| Profiling Report | Transformed Data | |
|---|---|---|
| Distinct | 7 | 6 |
| Distinct (%) | 0.1% | 3.8% |
| Missing | 0 | 0 |
| Missing (%) | 0.0% | 0.0% |
| Infinite | 0 | 0 |
| Infinite (%) | 0.0% | 0.0% |
| Mean | 2.3411672 | 2.4367089 |
| Profiling Report | Transformed Data | |
|---|---|---|
| Minimum | 0 | 1 |
| Maximum | 6 | 6 |
| Zeros | 29 | 0 |
| Zeros (%) | 0.3% | 0.0% |
| Negative | 0 | 0 |
| Negative (%) | 0.0% | 0.0% |
| Memory size | 79.2 KiB | 2.5 KiB |
Quantile statistics
| Profiling Report | Transformed Data | |
|---|---|---|
| Minimum | 0 | 1 |
| 5-th percentile | 1 | 1 |
| Q1 | 2 | 2 |
| median | 2 | 2 |
| Q3 | 3 | 3 |
| 95-th percentile | 4 | 4.15 |
| Maximum | 6 | 6 |
| Range | 6 | 5 |
| Interquartile range (IQR) | 1 | 1 |
Descriptive statistics
| Profiling Report | Transformed Data | |
|---|---|---|
| Standard deviation | 1.0106224 | 1.1083559 |
| Coefficient of variation (CV) | 0.4316746 | 0.45485774 |
| Kurtosis | 1.0985226 | 1.8342674 |
| Mean | 2.3411672 | 2.4367089 |
| Median Absolute Deviation (MAD) | 1 | 1 |
| Skewness | 0.63306113 | 1.0004781 |
| Sum | 23709 | 385 |
| Variance | 1.0213576 | 1.2284528 |
| Monotonicity | Not monotonic | Not monotonic |
| Value | Count | Frequency (%) |
| 3 | 3846 | |
| 2 | 3282 | |
| 1 | 2233 | |
| 4 | 435 | 4.3% |
| 5 | 178 | 1.8% |
| 6 | 124 | 1.2% |
| 0 | 29 | 0.3% |
| Value | Count | Frequency (%) |
| 3 | 60 | |
| 2 | 52 | |
| 1 | 32 | |
| 4 | 6 | 3.8% |
| 6 | 5 | 3.2% |
| 5 | 3 | 1.9% |
| Value | Count | Frequency (%) |
| 0 | 29 | 0.3% |
| 1 | 2233 | |
| 2 | 3282 | |
| 3 | 3846 | |
| 4 | 435 | 4.3% |
| 5 | 178 | 1.8% |
| 6 | 124 | 1.2% |
| Value | Count | Frequency (%) |
| 1 | 32 | |
| 2 | 52 | |
| 3 | 60 | |
| 4 | 6 | 3.8% |
| 5 | 3 | 1.9% |
| 6 | 5 | 3.2% |
| Value | Count | Frequency (%) |
| 1 | 32 | |
| 2 | 52 | |
| 3 | 60 | |
| 4 | 6 | 0.1% |
| 5 | 3 | < 0.1% |
| 6 | 5 | < 0.1% |
| Value | Count | Frequency (%) |
| 0 | 29 | 18.4% |
| 1 | 2233 | |
| 2 | 3282 | |
| 3 | 3846 | |
| 4 | 435 | 275.3% |
| 5 | 178 | 112.7% |
| 6 | 124 | 78.5% |
Contacts_Count_12_mon
Real number (ℝ)
| Profiling Report | Transformed Data | |
|---|---|---|
| Distinct | 7 | 6 |
| Distinct (%) | 0.1% | 3.8% |
| Missing | 0 | 0 |
| Missing (%) | 0.0% | 0.0% |
| Infinite | 0 | 0 |
| Infinite (%) | 0.0% | 0.0% |
| Mean | 2.4553175 | 2.4746835 |
| Profiling Report | Transformed Data | |
|---|---|---|
| Minimum | 0 | 0 |
| Maximum | 6 | 5 |
| Zeros | 399 | 10 |
| Zeros (%) | 3.9% | 6.3% |
| Negative | 0 | 0 |
| Negative (%) | 0.0% | 0.0% |
| Memory size | 79.2 KiB | 2.5 KiB |
Quantile statistics
| Profiling Report | Transformed Data | |
|---|---|---|
| Minimum | 0 | 0 |
| 5-th percentile | 1 | 0 |
| Q1 | 2 | 2 |
| median | 2 | 3 |
| Q3 | 3 | 3 |
| 95-th percentile | 4 | 4 |
| Maximum | 6 | 5 |
| Range | 6 | 5 |
| Interquartile range (IQR) | 1 | 1 |
Descriptive statistics
| Profiling Report | Transformed Data | |
|---|---|---|
| Standard deviation | 1.1062251 | 1.1269674 |
| Coefficient of variation (CV) | 0.45054261 | 0.45539861 |
| Kurtosis | 0.00086265663 | -0.23726594 |
| Mean | 2.4553175 | 2.4746835 |
| Median Absolute Deviation (MAD) | 1 | 1 |
| Skewness | 0.011005626 | -0.42300737 |
| Sum | 24865 | 391 |
| Variance | 1.2237341 | 1.2700556 |
| Monotonicity | Not monotonic | Not monotonic |
| Value | Count | Frequency (%) |
| 3 | 3380 | |
| 2 | 3227 | |
| 1 | 1499 | |
| 4 | 1392 | |
| 0 | 399 | 3.9% |
| 5 | 176 | 1.7% |
| 6 | 54 | 0.5% |
| Value | Count | Frequency (%) |
| 3 | 61 | |
| 2 | 41 | |
| 4 | 24 | 15.2% |
| 1 | 20 | 12.7% |
| 0 | 10 | 6.3% |
| 5 | 2 | 1.3% |
| Value | Count | Frequency (%) |
| 0 | 399 | 3.9% |
| 1 | 1499 | |
| 2 | 3227 | |
| 3 | 3380 | |
| 4 | 1392 | |
| 5 | 176 | 1.7% |
| 6 | 54 | 0.5% |
| Value | Count | Frequency (%) |
| 0 | 10 | 6.3% |
| 1 | 20 | 12.7% |
| 2 | 41 | |
| 3 | 61 | |
| 4 | 24 | 15.2% |
| 5 | 2 | 1.3% |
| Value | Count | Frequency (%) |
| 0 | 10 | 0.1% |
| 1 | 20 | 0.2% |
| 2 | 41 | |
| 3 | 61 | |
| 4 | 24 | 0.2% |
| 5 | 2 | < 0.1% |
| Value | Count | Frequency (%) |
| 0 | 399 | 252.5% |
| 1 | 1499 | |
| 2 | 3227 | |
| 3 | 3380 | |
| 4 | 1392 | |
| 5 | 176 | 111.4% |
| 6 | 54 | 34.2% |
Credit_Limit
Real number (ℝ)
| Profiling Report | Transformed Data | |
|---|---|---|
| Distinct | 6205 | 157 |
| Distinct (%) | 61.3% | 99.4% |
| Missing | 0 | 0 |
| Missing (%) | 0.0% | 0.0% |
| Infinite | 0 | 0 |
| Infinite (%) | 0.0% | 0.0% |
| Mean | 8631.9537 | 5913.6392 |
| Profiling Report | Transformed Data | |
|---|---|---|
| Minimum | 1438.3 | 3521 |
| Maximum | 34516 | 9397 |
| Zeros | 0 | 0 |
| Zeros (%) | 0.0% | 0.0% |
| Negative | 0 | 0 |
| Negative (%) | 0.0% | 0.0% |
| Memory size | 79.2 KiB | 2.5 KiB |
Quantile statistics
| Profiling Report | Transformed Data | |
|---|---|---|
| Minimum | 1438.3 | 3521 |
| 5-th percentile | 1438.51 | 3658.35 |
| Q1 | 2555 | 4216 |
| median | 4549 | 5614.5 |
| Q3 | 11067.5 | 7319.25 |
| 95-th percentile | 34516 | 8995.6 |
| Maximum | 34516 | 9397 |
| Range | 33077.7 | 5876 |
| Interquartile range (IQR) | 8512.5 | 3103.25 |
Descriptive statistics
| Profiling Report | Transformed Data | |
|---|---|---|
| Standard deviation | 9088.7767 | 1793.0355 |
| Coefficient of variation (CV) | 1.0529223 | 0.3032034 |
| Kurtosis | 1.8089893 | -1.1847606 |
| Mean | 8631.9537 | 5913.6392 |
| Median Absolute Deviation (MAD) | 2593 | 1500.5 |
| Skewness | 1.6667258 | 0.36928355 |
| Sum | 87415795 | 934355 |
| Variance | 82605861 | 3214976.3 |
| Monotonicity | Not monotonic | Not monotonic |
| Value | Count | Frequency (%) |
| 34516 | 508 | 5.0% |
| 1438.3 | 507 | 5.0% |
| 9959 | 18 | 0.2% |
| 15987 | 18 | 0.2% |
| 23981 | 12 | 0.1% |
| 2490 | 11 | 0.1% |
| 6224 | 11 | 0.1% |
| 3735 | 11 | 0.1% |
| 7469 | 10 | 0.1% |
| 2069 | 8 | 0.1% |
| Other values (6195) | 9013 |
| Value | Count | Frequency (%) |
| 7169 | 2 | 1.3% |
| 3672 | 1 | 0.6% |
| 4170 | 1 | 0.6% |
| 7106 | 1 | 0.6% |
| 7603 | 1 | 0.6% |
| 3805 | 1 | 0.6% |
| 5716 | 1 | 0.6% |
| 4576 | 1 | 0.6% |
| 3861 | 1 | 0.6% |
| 3649 | 1 | 0.6% |
| Other values (147) | 147 |
| Value | Count | Frequency (%) |
| 1438.3 | 507 | |
| 1439 | 2 | < 0.1% |
| 1440 | 1 | < 0.1% |
| 1441 | 2 | < 0.1% |
| 1442 | 1 | < 0.1% |
| 1443 | 3 | < 0.1% |
| 1446 | 1 | < 0.1% |
| 1449 | 2 | < 0.1% |
| 1451 | 2 | < 0.1% |
| 1452 | 2 | < 0.1% |
| Value | Count | Frequency (%) |
| 3521 | 1 | |
| 3532 | 1 | |
| 3540 | 1 | |
| 3585 | 1 | |
| 3626 | 1 | |
| 3640 | 1 | |
| 3642 | 1 | |
| 3649 | 1 | |
| 3660 | 1 | |
| 3667 | 1 |
| Value | Count | Frequency (%) |
| 3521 | 1 | |
| 3532 | 1 | |
| 3540 | 1 | |
| 3585 | 1 | |
| 3626 | 1 | |
| 3640 | 1 | |
| 3642 | 1 | |
| 3649 | 1 | |
| 3660 | 1 | |
| 3667 | 1 |
| Value | Count | Frequency (%) |
| 1438.3 | 507 | |
| 1439 | 2 | 1.3% |
| 1440 | 1 | 0.6% |
| 1441 | 2 | 1.3% |
| 1442 | 1 | 0.6% |
| 1443 | 3 | 1.9% |
| 1446 | 1 | 0.6% |
| 1449 | 2 | 1.3% |
| 1451 | 2 | 1.3% |
| 1452 | 2 | 1.3% |
Total_Revolving_Bal
Real number (ℝ)
| Profiling Report | Transformed Data | |
|---|---|---|
| Distinct | 1974 | 132 |
| Distinct (%) | 19.5% | 83.5% |
| Missing | 0 | 0 |
| Missing (%) | 0.0% | 0.0% |
| Infinite | 0 | 0 |
| Infinite (%) | 0.0% | 0.0% |
| Mean | 1162.8141 | 763.06329 |
| Profiling Report | Transformed Data | |
|---|---|---|
| Minimum | 0 | 145 |
| Maximum | 2517 | 996 |
| Zeros | 2470 | 0 |
| Zeros (%) | 24.4% | 0.0% |
| Negative | 0 | 0 |
| Negative (%) | 0.0% | 0.0% |
| Memory size | 79.2 KiB | 2.5 KiB |
Quantile statistics
| Profiling Report | Transformed Data | |
|---|---|---|
| Minimum | 0 | 145 |
| 5-th percentile | 0 | 408 |
| Q1 | 359 | 662.25 |
| median | 1276 | 794 |
| Q3 | 1784 | 911.25 |
| 95-th percentile | 2517 | 981.6 |
| Maximum | 2517 | 996 |
| Range | 2517 | 851 |
| Interquartile range (IQR) | 1425 | 249 |
Descriptive statistics
| Profiling Report | Transformed Data | |
|---|---|---|
| Standard deviation | 814.98734 | 182.1388 |
| Coefficient of variation (CV) | 0.70087503 | 0.23869423 |
| Kurtosis | -1.1459918 | 1.2491673 |
| Mean | 1162.8141 | 763.06329 |
| Median Absolute Deviation (MAD) | 591 | 121 |
| Skewness | -0.14883725 | -1.0813498 |
| Sum | 11775818 | 120564 |
| Variance | 664204.36 | 33174.544 |
| Monotonicity | Not monotonic | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 2470 | 24.4% |
| 2517 | 508 | 5.0% |
| 1965 | 12 | 0.1% |
| 1480 | 12 | 0.1% |
| 1434 | 11 | 0.1% |
| 1664 | 11 | 0.1% |
| 1720 | 11 | 0.1% |
| 1590 | 10 | 0.1% |
| 1542 | 10 | 0.1% |
| 1528 | 10 | 0.1% |
| Other values (1964) | 7062 |
| Value | Count | Frequency (%) |
| 795 | 3 | 1.9% |
| 622 | 3 | 1.9% |
| 719 | 2 | 1.3% |
| 915 | 2 | 1.3% |
| 847 | 2 | 1.3% |
| 561 | 2 | 1.3% |
| 688 | 2 | 1.3% |
| 938 | 2 | 1.3% |
| 947 | 2 | 1.3% |
| 961 | 2 | 1.3% |
| Other values (122) | 136 |
| Value | Count | Frequency (%) |
| 0 | 2470 | |
| 132 | 1 | < 0.1% |
| 134 | 1 | < 0.1% |
| 145 | 1 | < 0.1% |
| 154 | 1 | < 0.1% |
| 157 | 1 | < 0.1% |
| 159 | 2 | < 0.1% |
| 168 | 2 | < 0.1% |
| 170 | 1 | < 0.1% |
| 186 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 145 | 1 | |
| 193 | 1 | |
| 211 | 1 | |
| 232 | 1 | |
| 274 | 1 | |
| 317 | 1 | |
| 318 | 1 | |
| 357 | 1 | |
| 417 | 1 | |
| 468 | 1 |
| Value | Count | Frequency (%) |
| 145 | 1 | |
| 193 | 1 | |
| 211 | 1 | |
| 232 | 1 | |
| 274 | 1 | |
| 317 | 1 | |
| 318 | 1 | |
| 357 | 1 | |
| 417 | 1 | |
| 468 | 1 |
| Value | Count | Frequency (%) |
| 0 | 2470 | |
| 132 | 1 | 0.6% |
| 134 | 1 | 0.6% |
| 145 | 1 | 0.6% |
| 154 | 1 | 0.6% |
| 157 | 1 | 0.6% |
| 159 | 2 | 1.3% |
| 168 | 2 | 1.3% |
| 170 | 1 | 0.6% |
| 186 | 1 | 0.6% |
Avg_Open_To_Buy
Real number (ℝ)
| Profiling Report | Transformed Data | |
|---|---|---|
| Distinct | 6813 | 155 |
| Distinct (%) | 67.3% | 98.1% |
| Missing | 0 | 0 |
| Missing (%) | 0.0% | 0.0% |
| Infinite | 0 | 0 |
| Infinite (%) | 0.0% | 0.0% |
| Mean | 7469.1396 | 5150.5759 |
| Profiling Report | Transformed Data | |
|---|---|---|
| Minimum | 3 | 2654 |
| Maximum | 34516 | 8959 |
| Zeros | 0 | 0 |
| Zeros (%) | 0.0% | 0.0% |
| Negative | 0 | 0 |
| Negative (%) | 0.0% | 0.0% |
| Memory size | 79.2 KiB | 2.5 KiB |
Quantile statistics
| Profiling Report | Transformed Data | |
|---|---|---|
| Minimum | 3 | 2654 |
| 5-th percentile | 480.3 | 2846.3 |
| Q1 | 1324.5 | 3501.5 |
| median | 3474 | 4892.5 |
| Q3 | 9859 | 6528.75 |
| 95-th percentile | 32183.4 | 8203.15 |
| Maximum | 34516 | 8959 |
| Range | 34513 | 6305 |
| Interquartile range (IQR) | 8534.5 | 3027.25 |
Descriptive statistics
| Profiling Report | Transformed Data | |
|---|---|---|
| Standard deviation | 9090.6853 | 1790.2754 |
| Coefficient of variation (CV) | 1.2170994 | 0.34758742 |
| Kurtosis | 1.7986173 | -1.1267665 |
| Mean | 7469.1396 | 5150.5759 |
| Median Absolute Deviation (MAD) | 2665 | 1450.5 |
| Skewness | 1.6616965 | 0.3762689 |
| Sum | 75639977 | 813791 |
| Variance | 82640560 | 3205086 |
| Monotonicity | Not monotonic | Not monotonic |
| Value | Count | Frequency (%) |
| 1438.3 | 324 | 3.2% |
| 34516 | 98 | 1.0% |
| 31999 | 26 | 0.3% |
| 787 | 8 | 0.1% |
| 701 | 7 | 0.1% |
| 713 | 7 | 0.1% |
| 953 | 7 | 0.1% |
| 463 | 7 | 0.1% |
| 990 | 6 | 0.1% |
| 788 | 6 | 0.1% |
| Other values (6803) | 9631 |
| Value | Count | Frequency (%) |
| 3495 | 2 | 1.3% |
| 2732 | 2 | 1.3% |
| 6014 | 2 | 1.3% |
| 8081 | 1 | 0.6% |
| 6859 | 1 | 0.6% |
| 2984 | 1 | 0.6% |
| 5093 | 1 | 0.6% |
| 4383 | 1 | 0.6% |
| 3239 | 1 | 0.6% |
| 2720 | 1 | 0.6% |
| Other values (145) | 145 |
| Value | Count | Frequency (%) |
| 3 | 1 | |
| 10 | 1 | |
| 14 | 2 | |
| 15 | 1 | |
| 24 | 1 | |
| 28 | 1 | |
| 29 | 1 | |
| 36 | 1 | |
| 39 | 2 | |
| 41 | 2 |
| Value | Count | Frequency (%) |
| 2654 | 1 | |
| 2691 | 1 | |
| 2720 | 1 | |
| 2732 | 2 | |
| 2768 | 1 | |
| 2786 | 1 | |
| 2831 | 1 | |
| 2849 | 1 | |
| 2858 | 1 | |
| 2862 | 1 |
| Value | Count | Frequency (%) |
| 2654 | 1 | |
| 2691 | 1 | |
| 2720 | 1 | |
| 2732 | 2 | |
| 2768 | 1 | |
| 2786 | 1 | |
| 2831 | 1 | |
| 2849 | 1 | |
| 2858 | 1 | |
| 2862 | 1 |
| Value | Count | Frequency (%) |
| 3 | 1 | |
| 10 | 1 | |
| 14 | 2 | |
| 15 | 1 | |
| 24 | 1 | |
| 28 | 1 | |
| 29 | 1 | |
| 36 | 1 | |
| 39 | 2 | |
| 41 | 2 |
Total_Amt_Chng_Q4_Q1
Real number (ℝ)
| Profiling Report | Transformed Data | |
|---|---|---|
| Distinct | 1158 | 142 |
| Distinct (%) | 11.4% | 89.9% |
| Missing | 0 | 0 |
| Missing (%) | 0.0% | 0.0% |
| Infinite | 0 | 0 |
| Infinite (%) | 0.0% | 0.0% |
| Mean | 0.75994065 | 0.77031646 |
| Profiling Report | Transformed Data | |
|---|---|---|
| Minimum | 0 | 0.432 |
| Maximum | 3.397 | 2.275 |
| Zeros | 5 | 0 |
| Zeros (%) | < 0.1% | 0.0% |
| Negative | 0 | 0 |
| Negative (%) | 0.0% | 0.0% |
| Memory size | 79.2 KiB | 2.5 KiB |
Quantile statistics
| Profiling Report | Transformed Data | |
|---|---|---|
| Minimum | 0 | 0.432 |
| 5-th percentile | 0.463 | 0.50655 |
| Q1 | 0.631 | 0.64775 |
| median | 0.736 | 0.7505 |
| Q3 | 0.859 | 0.85575 |
| 95-th percentile | 1.103 | 1.0435 |
| Maximum | 3.397 | 2.275 |
| Range | 3.397 | 1.843 |
| Interquartile range (IQR) | 0.228 | 0.208 |
Descriptive statistics
| Profiling Report | Transformed Data | |
|---|---|---|
| Standard deviation | 0.21920677 | 0.21401101 |
| Coefficient of variation (CV) | 0.28845248 | 0.2778222 |
| Kurtosis | 9.9935012 | 16.530341 |
| Mean | 0.75994065 | 0.77031646 |
| Median Absolute Deviation (MAD) | 0.114 | 0.1035 |
| Skewness | 1.7320634 | 2.8231936 |
| Sum | 7695.919 | 121.71 |
| Variance | 0.048051608 | 0.045800715 |
| Monotonicity | Not monotonic | Not monotonic |
| Value | Count | Frequency (%) |
| 0.791 | 36 | 0.4% |
| 0.712 | 34 | 0.3% |
| 0.743 | 34 | 0.3% |
| 0.718 | 33 | 0.3% |
| 0.735 | 33 | 0.3% |
| 0.744 | 32 | 0.3% |
| 0.699 | 32 | 0.3% |
| 0.722 | 32 | 0.3% |
| 0.731 | 31 | 0.3% |
| 0.631 | 31 | 0.3% |
| Other values (1148) | 9799 |
| Value | Count | Frequency (%) |
| 0.647 | 3 | 1.9% |
| 0.765 | 3 | 1.9% |
| 0.815 | 2 | 1.3% |
| 0.807 | 2 | 1.3% |
| 0.681 | 2 | 1.3% |
| 0.65 | 2 | 1.3% |
| 0.676 | 2 | 1.3% |
| 0.711 | 2 | 1.3% |
| 0.85 | 2 | 1.3% |
| 0.958 | 2 | 1.3% |
| Other values (132) | 136 |
| Value | Count | Frequency (%) |
| 0 | 5 | |
| 0.01 | 1 | < 0.1% |
| 0.018 | 1 | < 0.1% |
| 0.046 | 1 | < 0.1% |
| 0.061 | 2 | < 0.1% |
| 0.072 | 1 | < 0.1% |
| 0.101 | 1 | < 0.1% |
| 0.12 | 1 | < 0.1% |
| 0.153 | 1 | < 0.1% |
| 0.163 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 0.432 | 1 | |
| 0.456 | 1 | |
| 0.469 | 1 | |
| 0.471 | 1 | |
| 0.475 | 1 | |
| 0.485 | 1 | |
| 0.504 | 2 | |
| 0.507 | 1 | |
| 0.508 | 1 | |
| 0.511 | 1 |
| Value | Count | Frequency (%) |
| 0.432 | 1 | |
| 0.456 | 1 | |
| 0.469 | 1 | |
| 0.471 | 1 | |
| 0.475 | 1 | |
| 0.485 | 1 | |
| 0.504 | 2 | |
| 0.507 | 1 | |
| 0.508 | 1 | |
| 0.511 | 1 |
| Value | Count | Frequency (%) |
| 0 | 5 | |
| 0.01 | 1 | 0.6% |
| 0.018 | 1 | 0.6% |
| 0.046 | 1 | 0.6% |
| 0.061 | 2 | 1.3% |
| 0.072 | 1 | 0.6% |
| 0.101 | 1 | 0.6% |
| 0.12 | 1 | 0.6% |
| 0.153 | 1 | 0.6% |
| 0.163 | 1 | 0.6% |
Total_Trans_Amt
Real number (ℝ)
| Profiling Report | Transformed Data | |
|---|---|---|
| Distinct | 5033 | 153 |
| Distinct (%) | 49.7% | 96.8% |
| Missing | 0 | 0 |
| Missing (%) | 0.0% | 0.0% |
| Infinite | 0 | 0 |
| Infinite (%) | 0.0% | 0.0% |
| Mean | 4404.0863 | 4772.4684 |
| Profiling Report | Transformed Data | |
|---|---|---|
| Minimum | 510 | 791 |
| Maximum | 18484 | 16737 |
| Zeros | 0 | 0 |
| Zeros (%) | 0.0% | 0.0% |
| Negative | 0 | 0 |
| Negative (%) | 0.0% | 0.0% |
| Memory size | 79.2 KiB | 2.5 KiB |
Quantile statistics
| Profiling Report | Transformed Data | |
|---|---|---|
| Minimum | 510 | 791 |
| 5-th percentile | 1283.3 | 1346.5 |
| Q1 | 2155.5 | 2456.25 |
| median | 3899 | 3945.5 |
| Q3 | 4741 | 4857 |
| 95-th percentile | 14212 | 14604.25 |
| Maximum | 18484 | 16737 |
| Range | 17974 | 15946 |
| Interquartile range (IQR) | 2585.5 | 2400.75 |
Descriptive statistics
| Profiling Report | Transformed Data | |
|---|---|---|
| Standard deviation | 3397.1293 | 3778.2852 |
| Coefficient of variation (CV) | 0.77135847 | 0.79168365 |
| Kurtosis | 3.8940234 | 2.7259701 |
| Mean | 4404.0863 | 4772.4684 |
| Median Absolute Deviation (MAD) | 1308 | 1268 |
| Skewness | 2.0410034 | 1.8761048 |
| Sum | 44600182 | 754050 |
| Variance | 11540487 | 14275439 |
| Monotonicity | Not monotonic | Not monotonic |
| Value | Count | Frequency (%) |
| 4253 | 11 | 0.1% |
| 4509 | 11 | 0.1% |
| 4518 | 10 | 0.1% |
| 2229 | 10 | 0.1% |
| 4220 | 9 | 0.1% |
| 4869 | 9 | 0.1% |
| 4037 | 9 | 0.1% |
| 4313 | 9 | 0.1% |
| 4498 | 9 | 0.1% |
| 4042 | 9 | 0.1% |
| Other values (5023) | 10031 |
| Value | Count | Frequency (%) |
| 3964 | 2 | 1.3% |
| 4399 | 2 | 1.3% |
| 4828 | 2 | 1.3% |
| 14596 | 2 | 1.3% |
| 1193 | 2 | 1.3% |
| 4283 | 1 | 0.6% |
| 5192 | 1 | 0.6% |
| 2497 | 1 | 0.6% |
| 4326 | 1 | 0.6% |
| 4387 | 1 | 0.6% |
| Other values (143) | 143 |
| Value | Count | Frequency (%) |
| 510 | 1 | |
| 530 | 1 | |
| 563 | 1 | |
| 569 | 1 | |
| 594 | 1 | |
| 596 | 1 | |
| 597 | 1 | |
| 602 | 1 | |
| 615 | 1 | |
| 643 | 1 |
| Value | Count | Frequency (%) |
| 791 | 1 | |
| 842 | 1 | |
| 870 | 1 | |
| 990 | 1 | |
| 1165 | 1 | |
| 1193 | 2 | |
| 1321 | 1 | |
| 1351 | 1 | |
| 1359 | 1 | |
| 1438 | 1 |
| Value | Count | Frequency (%) |
| 791 | 1 | |
| 842 | 1 | |
| 870 | 1 | |
| 990 | 1 | |
| 1165 | 1 | |
| 1193 | 2 | |
| 1321 | 1 | |
| 1351 | 1 | |
| 1359 | 1 | |
| 1438 | 1 |
| Value | Count | Frequency (%) |
| 510 | 1 | |
| 530 | 1 | |
| 563 | 1 | |
| 569 | 1 | |
| 594 | 1 | |
| 596 | 1 | |
| 597 | 1 | |
| 602 | 1 | |
| 615 | 1 | |
| 643 | 1 |
Total_Trans_Ct
Real number (ℝ)
| Profiling Report | Transformed Data | |
|---|---|---|
| Distinct | 126 | 72 |
| Distinct (%) | 1.2% | 45.6% |
| Missing | 0 | 0 |
| Missing (%) | 0.0% | 0.0% |
| Infinite | 0 | 0 |
| Infinite (%) | 0.0% | 0.0% |
| Mean | 64.858695 | 67.746835 |
| Profiling Report | Transformed Data | |
|---|---|---|
| Minimum | 10 | 22 |
| Maximum | 139 | 123 |
| Zeros | 0 | 0 |
| Zeros (%) | 0.0% | 0.0% |
| Negative | 0 | 0 |
| Negative (%) | 0.0% | 0.0% |
| Memory size | 79.2 KiB | 2.5 KiB |
Quantile statistics
| Profiling Report | Transformed Data | |
|---|---|---|
| Minimum | 10 | 22 |
| 5-th percentile | 28 | 28 |
| Q1 | 45 | 49.25 |
| median | 67 | 70 |
| Q3 | 81 | 81 |
| 95-th percentile | 105 | 105.6 |
| Maximum | 139 | 123 |
| Range | 129 | 101 |
| Interquartile range (IQR) | 36 | 31.75 |
Descriptive statistics
| Profiling Report | Transformed Data | |
|---|---|---|
| Standard deviation | 23.47257 | 23.477306 |
| Coefficient of variation (CV) | 0.36190322 | 0.34654469 |
| Kurtosis | -0.36716324 | -0.4133794 |
| Mean | 64.858695 | 67.746835 |
| Median Absolute Deviation (MAD) | 17 | 15.5 |
| Skewness | 0.15367307 | 0.052535701 |
| Sum | 656824 | 10704 |
| Variance | 550.96156 | 551.18391 |
| Monotonicity | Not monotonic | Not monotonic |
| Value | Count | Frequency (%) |
| 81 | 208 | 2.1% |
| 71 | 203 | 2.0% |
| 75 | 203 | 2.0% |
| 69 | 202 | 2.0% |
| 82 | 202 | 2.0% |
| 76 | 198 | 2.0% |
| 77 | 197 | 1.9% |
| 70 | 193 | 1.9% |
| 74 | 190 | 1.9% |
| 78 | 190 | 1.9% |
| Other values (116) | 8141 |
| Value | Count | Frequency (%) |
| 77 | 8 | 5.1% |
| 79 | 5 | 3.2% |
| 59 | 5 | 3.2% |
| 81 | 5 | 3.2% |
| 67 | 4 | 2.5% |
| 38 | 4 | 2.5% |
| 76 | 4 | 2.5% |
| 70 | 4 | 2.5% |
| 82 | 4 | 2.5% |
| 78 | 4 | 2.5% |
| Other values (62) | 111 |
| Value | Count | Frequency (%) |
| 10 | 4 | < 0.1% |
| 11 | 2 | < 0.1% |
| 12 | 4 | < 0.1% |
| 13 | 5 | < 0.1% |
| 14 | 9 | 0.1% |
| 15 | 16 | |
| 16 | 13 | |
| 17 | 13 | |
| 18 | 23 | |
| 19 | 11 |
| Value | Count | Frequency (%) |
| 22 | 2 | |
| 24 | 2 | |
| 25 | 1 | 0.6% |
| 26 | 1 | 0.6% |
| 27 | 1 | 0.6% |
| 28 | 2 | |
| 30 | 1 | 0.6% |
| 31 | 2 | |
| 34 | 2 | |
| 35 | 4 |
| Value | Count | Frequency (%) |
| 22 | 2 | |
| 24 | 2 | |
| 25 | 1 | < 0.1% |
| 26 | 1 | < 0.1% |
| 27 | 1 | < 0.1% |
| 28 | 2 | |
| 30 | 1 | < 0.1% |
| 31 | 2 | |
| 34 | 2 | |
| 35 | 4 |
| Value | Count | Frequency (%) |
| 10 | 4 | 2.5% |
| 11 | 2 | 1.3% |
| 12 | 4 | 2.5% |
| 13 | 5 | 3.2% |
| 14 | 9 | 5.7% |
| 15 | 16 | |
| 16 | 13 | |
| 17 | 13 | |
| 18 | 23 | |
| 19 | 11 |
Total_Ct_Chng_Q4_Q1
Real number (ℝ)
| Profiling Report | Transformed Data | |
|---|---|---|
| Distinct | 830 | 126 |
| Distinct (%) | 8.2% | 79.7% |
| Missing | 0 | 0 |
| Missing (%) | 0.0% | 0.0% |
| Infinite | 0 | 0 |
| Infinite (%) | 0.0% | 0.0% |
| Mean | 0.71222238 | 0.69213291 |
| Profiling Report | Transformed Data | |
|---|---|---|
| Minimum | 0 | 0.231 |
| Maximum | 3.714 | 1.5 |
| Zeros | 7 | 0 |
| Zeros (%) | 0.1% | 0.0% |
| Negative | 0 | 0 |
| Negative (%) | 0.0% | 0.0% |
| Memory size | 79.2 KiB | 2.5 KiB |
Quantile statistics
| Profiling Report | Transformed Data | |
|---|---|---|
| Minimum | 0 | 0.231 |
| 5-th percentile | 0.368 | 0.37125 |
| Q1 | 0.582 | 0.5795 |
| median | 0.702 | 0.669 |
| Q3 | 0.818 | 0.78825 |
| 95-th percentile | 1.069 | 1.083 |
| Maximum | 3.714 | 1.5 |
| Range | 3.714 | 1.269 |
| Interquartile range (IQR) | 0.236 | 0.20875 |
Descriptive statistics
| Profiling Report | Transformed Data | |
|---|---|---|
| Standard deviation | 0.23808609 | 0.20818176 |
| Coefficient of variation (CV) | 0.33428617 | 0.30078292 |
| Kurtosis | 15.689293 | 2.0395173 |
| Mean | 0.71222238 | 0.69213291 |
| Median Absolute Deviation (MAD) | 0.119 | 0.099 |
| Skewness | 2.0640306 | 0.84649393 |
| Sum | 7212.676 | 109.357 |
| Variance | 0.056684987 | 0.043339645 |
| Monotonicity | Not monotonic | Not monotonic |
| Value | Count | Frequency (%) |
| 0.667 | 171 | 1.7% |
| 1 | 166 | 1.6% |
| 0.5 | 161 | 1.6% |
| 0.75 | 156 | 1.5% |
| 0.6 | 113 | 1.1% |
| 0.8 | 101 | 1.0% |
| 0.714 | 92 | 0.9% |
| 0.833 | 85 | 0.8% |
| 0.778 | 69 | 0.7% |
| 0.625 | 63 | 0.6% |
| Other values (820) | 8950 |
| Value | Count | Frequency (%) |
| 0.694 | 3 | 1.9% |
| 0.75 | 3 | 1.9% |
| 0.64 | 3 | 1.9% |
| 0.581 | 3 | 1.9% |
| 0.667 | 3 | 1.9% |
| 0.733 | 3 | 1.9% |
| 0.652 | 3 | 1.9% |
| 0.723 | 3 | 1.9% |
| 0.556 | 2 | 1.3% |
| 0.757 | 2 | 1.3% |
| Other values (116) | 130 |
| Value | Count | Frequency (%) |
| 0 | 7 | |
| 0.028 | 1 | < 0.1% |
| 0.029 | 1 | < 0.1% |
| 0.038 | 1 | < 0.1% |
| 0.053 | 1 | < 0.1% |
| 0.059 | 2 | < 0.1% |
| 0.062 | 1 | < 0.1% |
| 0.074 | 1 | < 0.1% |
| 0.077 | 3 | |
| 0.091 | 3 |
| Value | Count | Frequency (%) |
| 0.231 | 1 | |
| 0.273 | 1 | |
| 0.29 | 1 | |
| 0.3 | 1 | |
| 0.308 | 1 | |
| 0.333 | 1 | |
| 0.346 | 1 | |
| 0.35 | 1 | |
| 0.375 | 1 | |
| 0.4 | 2 |
| Value | Count | Frequency (%) |
| 0.231 | 1 | |
| 0.273 | 1 | |
| 0.29 | 1 | |
| 0.3 | 1 | |
| 0.308 | 1 | |
| 0.333 | 1 | |
| 0.346 | 1 | |
| 0.35 | 1 | |
| 0.375 | 1 | |
| 0.4 | 2 |
| Value | Count | Frequency (%) |
| 0 | 7 | |
| 0.028 | 1 | 0.6% |
| 0.029 | 1 | 0.6% |
| 0.038 | 1 | 0.6% |
| 0.053 | 1 | 0.6% |
| 0.059 | 2 | 1.3% |
| 0.062 | 1 | 0.6% |
| 0.074 | 1 | 0.6% |
| 0.077 | 3 | |
| 0.091 | 3 |
Avg_Utilization_Ratio
Real number (ℝ)
| Profiling Report | Transformed Data | |
|---|---|---|
| Distinct | 964 | 108 |
| Distinct (%) | 9.5% | 68.4% |
| Missing | 0 | 0 |
| Missing (%) | 0.0% | 0.0% |
| Infinite | 0 | 0 |
| Infinite (%) | 0.0% | 0.0% |
| Mean | 0.27489355 | 0.14063924 |
| Profiling Report | Transformed Data | |
|---|---|---|
| Minimum | 0 | 0.016 |
| Maximum | 0.999 | 0.267 |
| Zeros | 2470 | 0 |
| Zeros (%) | 24.4% | 0.0% |
| Negative | 0 | 0 |
| Negative (%) | 0.0% | 0.0% |
| Memory size | 79.2 KiB | 2.5 KiB |
Quantile statistics
| Profiling Report | Transformed Data | |
|---|---|---|
| Minimum | 0 | 0.016 |
| 5-th percentile | 0 | 0.061 |
| Q1 | 0.023 | 0.10225 |
| median | 0.176 | 0.1355 |
| Q3 | 0.503 | 0.181 |
| 95-th percentile | 0.793 | 0.2353 |
| Maximum | 0.999 | 0.267 |
| Range | 0.999 | 0.251 |
| Interquartile range (IQR) | 0.48 | 0.07875 |
Descriptive statistics
| Profiling Report | Transformed Data | |
|---|---|---|
| Standard deviation | 0.27569147 | 0.05241204 |
| Coefficient of variation (CV) | 1.0029026 | 0.3726701 |
| Kurtosis | -0.79497195 | -0.45011028 |
| Mean | 0.27489355 | 0.14063924 |
| Median Absolute Deviation (MAD) | 0.176 | 0.039 |
| Skewness | 0.718008 | 0.24741803 |
| Sum | 2783.847 | 22.221 |
| Variance | 0.076005786 | 0.0027470219 |
| Monotonicity | Not monotonic | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 2470 | 24.4% |
| 0.073 | 44 | 0.4% |
| 0.057 | 33 | 0.3% |
| 0.048 | 32 | 0.3% |
| 0.06 | 30 | 0.3% |
| 0.061 | 29 | 0.3% |
| 0.045 | 29 | 0.3% |
| 0.059 | 28 | 0.3% |
| 0.069 | 28 | 0.3% |
| 0.053 | 27 | 0.3% |
| Other values (954) | 7377 |
| Value | Count | Frequency (%) |
| 0.126 | 4 | 2.5% |
| 0.158 | 4 | 2.5% |
| 0.186 | 3 | 1.9% |
| 0.216 | 3 | 1.9% |
| 0.189 | 3 | 1.9% |
| 0.191 | 3 | 1.9% |
| 0.104 | 3 | 1.9% |
| 0.144 | 3 | 1.9% |
| 0.122 | 3 | 1.9% |
| 0.195 | 3 | 1.9% |
| Other values (98) | 126 |
| Value | Count | Frequency (%) |
| 0 | 2470 | |
| 0.004 | 1 | < 0.1% |
| 0.005 | 1 | < 0.1% |
| 0.006 | 3 | < 0.1% |
| 0.007 | 1 | < 0.1% |
| 0.008 | 2 | < 0.1% |
| 0.009 | 1 | < 0.1% |
| 0.01 | 1 | < 0.1% |
| 0.011 | 1 | < 0.1% |
| 0.012 | 4 | < 0.1% |
| Value | Count | Frequency (%) |
| 0.016 | 1 | |
| 0.039 | 1 | |
| 0.04 | 1 | |
| 0.042 | 1 | |
| 0.05 | 1 | |
| 0.053 | 1 | |
| 0.055 | 1 | |
| 0.061 | 2 | |
| 0.063 | 1 | |
| 0.067 | 1 |
| Value | Count | Frequency (%) |
| 0.016 | 1 | |
| 0.039 | 1 | |
| 0.04 | 1 | |
| 0.042 | 1 | |
| 0.05 | 1 | |
| 0.053 | 1 | |
| 0.055 | 1 | |
| 0.061 | 2 | |
| 0.063 | 1 | |
| 0.067 | 1 |
| Value | Count | Frequency (%) |
| 0 | 2470 | |
| 0.004 | 1 | 0.6% |
| 0.005 | 1 | 0.6% |
| 0.006 | 3 | 1.9% |
| 0.007 | 1 | 0.6% |
| 0.008 | 2 | 1.3% |
| 0.009 | 1 | 0.6% |
| 0.01 | 1 | 0.6% |
| 0.011 | 1 | 0.6% |
| 0.012 | 4 | 2.5% |
Naive_Bayes_Classifier_Attrition_Flag_Card_Category_Contacts_Count_12_mon_Dependent_count_Education_Level_Months_Inactive_12_mon_1
Real number (ℝ)
| Profiling Report | Transformed Data | |
|---|---|---|
| Distinct | 1704 | 123 |
| Distinct (%) | 16.8% | 77.8% |
| Missing | 0 | 0 |
| Missing (%) | 0.0% | 0.0% |
| Infinite | 0 | 0 |
| Infinite (%) | 0.0% | 0.0% |
| Mean | 0.15999746 | 0.1955359 |
| Profiling Report | Transformed Data | |
|---|---|---|
| Minimum | 7.6642 × 10-6 | 2.0889 × 10-5 |
| Maximum | 0.99958 | 0.99893 |
| Zeros | 0 | 0 |
| Zeros (%) | 0.0% | 0.0% |
| Negative | 0 | 0 |
| Negative (%) | 0.0% | 0.0% |
| Memory size | 79.2 KiB | 2.5 KiB |
Quantile statistics
| Profiling Report | Transformed Data | |
|---|---|---|
| Minimum | 7.6642 × 10-6 | 2.0889 × 10-5 |
| 5-th percentile | 4.2358 × 10-5 | 3.58496 × 10-5 |
| Q1 | 9.8983 × 10-5 | 9.350925 × 10-5 |
| median | 0.00018146 | 0.00019864 |
| Q3 | 0.0003373 | 0.00050046 |
| 95-th percentile | 0.99697 | 0.9971765 |
| Maximum | 0.99958 | 0.99893 |
| Range | 0.99957234 | 0.99890911 |
| Interquartile range (IQR) | 0.000238317 | 0.00040695075 |
Descriptive statistics
| Profiling Report | Transformed Data | |
|---|---|---|
| Standard deviation | 0.36530101 | 0.39663583 |
| Coefficient of variation (CV) | 2.2831675 | 2.0284552 |
| Kurtosis | 1.4175352 | 0.39098319 |
| Mean | 0.15999746 | 0.1955359 |
| Median Absolute Deviation (MAD) | 0.000110234 | 0.000127414 |
| Skewness | 1.8485384 | 1.5447176 |
| Sum | 1620.2943 | 30.894673 |
| Variance | 0.13344483 | 0.15731998 |
| Monotonicity | Not monotonic | Not monotonic |
| Value | Count | Frequency (%) |
| 0.00019864 | 80 | 0.8% |
| 0.0003139 | 78 | 0.8% |
| 0.00030251 | 77 | 0.8% |
| 0.00018665 | 73 | 0.7% |
| 0.00011382 | 71 | 0.7% |
| 0.00019143 | 66 | 0.7% |
| 0.00011811 | 66 | 0.7% |
| 0.00017987 | 63 | 0.6% |
| 0.00018145 | 60 | 0.6% |
| 0.00016883 | 59 | 0.6% |
| Other values (1694) | 9434 |
| Value | Count | Frequency (%) |
| 0.00019864 | 5 | 3.2% |
| 0.00018665 | 4 | 2.5% |
| 0.99499 | 4 | 2.5% |
| 0.00031104 | 3 | 1.9% |
| 0.00017987 | 3 | 1.9% |
| 0.99683 | 3 | 1.9% |
| 0.00011382 | 3 | 1.9% |
| 7.1226 × 10-5 | 2 | 1.3% |
| 0.00011937 | 2 | 1.3% |
| 4.7263 × 10-5 | 2 | 1.3% |
| Other values (113) | 127 |
| Value | Count | Frequency (%) |
| 7.6642 × 10-6 | 1 | |
| 7.7559 × 10-6 | 1 | |
| 1.0252 × 10-5 | 1 | |
| 1.0546 × 10-5 | 1 | |
| 1.1536 × 10-5 | 1 | |
| 1.4461 × 10-5 | 1 | |
| 1.6948 × 10-5 | 1 | |
| 1.6949 × 10-5 | 1 | |
| 1.7434 × 10-5 | 2 | |
| 1.7785 × 10-5 | 1 |
| Value | Count | Frequency (%) |
| 2.0889 × 10-5 | 1 | |
| 2.1081 × 10-5 | 1 | |
| 2.2331 × 10-5 | 1 | |
| 3.1176 × 10-5 | 2 | |
| 3.3214 × 10-5 | 2 | |
| 3.4833 × 10-5 | 1 | |
| 3.6029 × 10-5 | 1 | |
| 4.3568 × 10-5 | 1 | |
| 4.7263 × 10-5 | 2 | |
| 5.1697 × 10-5 | 1 |
| Value | Count | Frequency (%) |
| 2.0889 × 10-5 | 1 | |
| 2.1081 × 10-5 | 1 | |
| 2.2331 × 10-5 | 1 | |
| 3.1176 × 10-5 | 2 | |
| 3.3214 × 10-5 | 2 | |
| 3.4833 × 10-5 | 1 | |
| 3.6029 × 10-5 | 1 | |
| 4.3568 × 10-5 | 1 | |
| 4.7263 × 10-5 | 2 | |
| 5.1697 × 10-5 | 1 |
| Value | Count | Frequency (%) |
| 7.6642 × 10-6 | 1 | |
| 7.7559 × 10-6 | 1 | |
| 1.0252 × 10-5 | 1 | |
| 1.0546 × 10-5 | 1 | |
| 1.1536 × 10-5 | 1 | |
| 1.4461 × 10-5 | 1 | |
| 1.6948 × 10-5 | 1 | |
| 1.6949 × 10-5 | 1 | |
| 1.7434 × 10-5 | 2 | |
| 1.7785 × 10-5 | 1 |
Naive_Bayes_Classifier_Attrition_Flag_Card_Category_Contacts_Count_12_mon_Dependent_count_Education_Level_Months_Inactive_12_mon_2
Real number (ℝ)
| Profiling Report | Transformed Data | |
|---|---|---|
| Distinct | 640 | 69 |
| Distinct (%) | 6.3% | 43.7% |
| Missing | 0 | 0 |
| Missing (%) | 0.0% | 0.0% |
| Infinite | 0 | 0 |
| Infinite (%) | 0.0% | 0.0% |
| Mean | 0.84000257 | 0.80446381 |
| Profiling Report | Transformed Data | |
|---|---|---|
| Minimum | 0.00041998 | 0.00106612 |
| Maximum | 0.99999 | 0.99998 |
| Zeros | 0 | 0 |
| Zeros (%) | 0.0% | 0.0% |
| Negative | 0 | 0 |
| Negative (%) | 0.0% | 0.0% |
| Memory size | 79.2 KiB | 2.5 KiB |
Quantile statistics
| Profiling Report | Transformed Data | |
|---|---|---|
| Minimum | 0.00041998 | 0.00106612 |
| 5-th percentile | 0.00302546 | 0.0028257355 |
| Q1 | 0.99966 | 0.9994975 |
| median | 0.99982 | 0.9998 |
| Q3 | 0.9999 | 0.9999075 |
| 95-th percentile | 0.99996 | 0.9999615 |
| Maximum | 0.99999 | 0.99998 |
| Range | 0.99957002 | 0.99891388 |
| Interquartile range (IQR) | 0.00024 | 0.00041 |
Descriptive statistics
| Profiling Report | Transformed Data | |
|---|---|---|
| Standard deviation | 0.36530104 | 0.3966355 |
| Coefficient of variation (CV) | 0.43488086 | 0.49304331 |
| Kurtosis | 1.4175352 | 0.39098316 |
| Mean | 0.84000257 | 0.80446381 |
| Median Absolute Deviation (MAD) | 0.00011 | 0.00013 |
| Skewness | -1.8485384 | -1.5447176 |
| Sum | 8506.706 | 127.10528 |
| Variance | 0.13344485 | 0.15731972 |
| Monotonicity | Not monotonic | Not monotonic |
| Value | Count | Frequency (%) |
| 0.99989 | 631 | 6.2% |
| 0.99994 | 551 | 5.4% |
| 0.99981 | 478 | 4.7% |
| 0.9999 | 452 | 4.5% |
| 0.99993 | 394 | 3.9% |
| 0.99988 | 391 | 3.9% |
| 0.99982 | 373 | 3.7% |
| 0.9998 | 344 | 3.4% |
| 0.99991 | 341 | 3.4% |
| 0.99969 | 322 | 3.2% |
| Other values (630) | 5850 |
| Value | Count | Frequency (%) |
| 0.99993 | 10 | 6.3% |
| 0.9998 | 10 | 6.3% |
| 0.99989 | 8 | 5.1% |
| 0.99969 | 7 | 4.4% |
| 0.99991 | 7 | 4.4% |
| 0.99994 | 6 | 3.8% |
| 0.9999 | 6 | 3.8% |
| 0.99981 | 5 | 3.2% |
| 0.99982 | 5 | 3.2% |
| 0.99983 | 5 | 3.2% |
| Other values (59) | 89 |
| Value | Count | Frequency (%) |
| 0.00041998 | 2 | |
| 0.00042446 | 1 | < 0.1% |
| 0.00046237 | 1 | < 0.1% |
| 0.00055285 | 3 | |
| 0.00055875 | 2 | |
| 0.0005616 | 1 | < 0.1% |
| 0.00056181 | 1 | < 0.1% |
| 0.00056902 | 1 | < 0.1% |
| 0.00057979 | 1 | < 0.1% |
| 0.00058361 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 0.00106612 | 1 | |
| 0.00127462 | 1 | |
| 0.00155735 | 1 | |
| 0.00162275 | 1 | |
| 0.00179304 | 1 | |
| 0.00193323 | 1 | |
| 0.00258725 | 1 | |
| 0.00272694 | 1 | |
| 0.00284317 | 1 | |
| 0.00305523 | 1 |
| Value | Count | Frequency (%) |
| 0.00106612 | 1 | |
| 0.00127462 | 1 | |
| 0.00155735 | 1 | |
| 0.00162275 | 1 | |
| 0.00179304 | 1 | |
| 0.00193323 | 1 | |
| 0.00258725 | 1 | |
| 0.00272694 | 1 | |
| 0.00284317 | 1 | |
| 0.00305523 | 1 |
| Value | Count | Frequency (%) |
| 0.00041998 | 2 | |
| 0.00042446 | 1 | 0.6% |
| 0.00046237 | 1 | 0.6% |
| 0.00055285 | 3 | |
| 0.00055875 | 2 | |
| 0.0005616 | 1 | 0.6% |
| 0.00056181 | 1 | 0.6% |
| 0.00056902 | 1 | 0.6% |
| 0.00057979 | 1 | 0.6% |
| 0.00058361 | 1 | 0.6% |
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| CLIENTNUM | Customer_Age | Dependent_count | Months_on_book | Total_Relationship_Count | Months_Inactive_12_mon | Contacts_Count_12_mon | Credit_Limit | Total_Revolving_Bal | Avg_Open_To_Buy | Total_Amt_Chng_Q4_Q1 | Total_Trans_Amt | Total_Trans_Ct | Total_Ct_Chng_Q4_Q1 | Avg_Utilization_Ratio | Naive_Bayes_Classifier_Attrition_Flag_Card_Category_Contacts_Count_12_mon_Dependent_count_Education_Level_Months_Inactive_12_mon_1 | Naive_Bayes_Classifier_Attrition_Flag_Card_Category_Contacts_Count_12_mon_Dependent_count_Education_Level_Months_Inactive_12_mon_2 | Attrition_Flag | Gender | Education_Level | Marital_Status | Income_Category | Card_Category | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| CLIENTNUM | 1.000 | 0.017 | -0.004 | 0.111 | 0.014 | -0.008 | 0.011 | 0.014 | 0.003 | 0.011 | 0.024 | -0.002 | 0.006 | 0.016 | 0.007 | -0.030 | 0.030 | 0.048 | 0.014 | 0.015 | 0.006 | 0.003 | 0.000 |
| Customer_Age | 0.017 | 1.000 | -0.144 | 0.769 | -0.014 | 0.044 | -0.014 | 0.002 | 0.014 | -0.002 | -0.071 | -0.039 | -0.054 | -0.040 | 0.011 | 0.001 | -0.002 | 0.024 | 0.000 | 0.014 | 0.082 | 0.084 | 0.021 |
| Dependent_count | -0.004 | -0.144 | 1.000 | -0.115 | -0.036 | -0.009 | -0.041 | 0.051 | -0.004 | 0.054 | -0.026 | 0.058 | 0.053 | 0.009 | -0.035 | 0.045 | -0.043 | 0.021 | 0.000 | 0.001 | 0.037 | 0.043 | 0.018 |
| Months_on_book | 0.111 | 0.769 | -0.115 | 1.000 | -0.014 | 0.057 | -0.008 | 0.007 | 0.006 | 0.008 | -0.054 | -0.029 | -0.039 | -0.034 | -0.004 | 0.012 | -0.013 | 0.019 | 0.011 | 0.002 | 0.043 | 0.046 | 0.013 |
| Total_Relationship_Count | 0.014 | -0.014 | -0.036 | -0.014 | 1.000 | -0.007 | 0.061 | -0.059 | 0.012 | -0.071 | 0.026 | -0.279 | -0.227 | 0.024 | 0.065 | -0.029 | 0.029 | 0.166 | 0.000 | 0.000 | 0.022 | 0.007 | 0.067 |
| Months_Inactive_12_mon | -0.008 | 0.044 | -0.009 | 0.057 | -0.007 | 1.000 | 0.030 | -0.028 | -0.043 | -0.016 | -0.019 | -0.032 | -0.051 | -0.047 | -0.027 | 0.558 | -0.557 | 0.196 | 0.019 | 0.000 | 0.007 | 0.017 | 0.000 |
| Contacts_Count_12_mon | 0.011 | -0.014 | -0.041 | -0.008 | 0.061 | 0.030 | 1.000 | 0.023 | -0.045 | 0.033 | -0.021 | -0.167 | -0.168 | -0.093 | -0.059 | 0.644 | -0.646 | 0.239 | 0.059 | 0.000 | 0.007 | 0.015 | 0.010 |
| Credit_Limit | 0.014 | 0.002 | 0.051 | 0.007 | -0.059 | -0.028 | 0.023 | 1.000 | 0.131 | 0.931 | 0.021 | 0.028 | 0.034 | -0.011 | -0.417 | -0.023 | 0.023 | 0.032 | 0.439 | 0.000 | 0.026 | 0.278 | 0.335 |
| Total_Revolving_Bal | 0.003 | 0.014 | -0.004 | 0.006 | 0.012 | -0.043 | -0.045 | 0.131 | 1.000 | -0.154 | 0.036 | 0.018 | 0.040 | 0.078 | 0.709 | -0.153 | 0.152 | 0.402 | 0.033 | 0.007 | 0.012 | 0.022 | 0.019 |
| Avg_Open_To_Buy | 0.011 | -0.002 | 0.054 | 0.008 | -0.071 | -0.016 | 0.033 | 0.931 | -0.154 | 1.000 | 0.007 | 0.022 | 0.022 | -0.040 | -0.686 | 0.023 | -0.023 | 0.019 | 0.440 | 0.000 | 0.028 | 0.278 | 0.337 |
| Total_Amt_Chng_Q4_Q1 | 0.024 | -0.071 | -0.026 | -0.054 | 0.026 | -0.019 | -0.021 | 0.021 | 0.036 | 0.007 | 1.000 | 0.135 | 0.085 | 0.302 | 0.033 | -0.064 | 0.064 | 0.184 | 0.044 | 0.000 | 0.053 | 0.015 | 0.024 |
| Total_Trans_Amt | -0.002 | -0.039 | 0.058 | -0.029 | -0.279 | -0.032 | -0.167 | 0.028 | 0.018 | 0.022 | 0.135 | 1.000 | 0.880 | 0.223 | 0.019 | -0.210 | 0.211 | 0.325 | 0.247 | 0.012 | 0.104 | 0.093 | 0.154 |
| Total_Trans_Ct | 0.006 | -0.054 | 0.053 | -0.039 | -0.227 | -0.051 | -0.168 | 0.034 | 0.040 | 0.022 | 0.085 | 0.880 | 1.000 | 0.233 | 0.040 | -0.290 | 0.290 | 0.458 | 0.163 | 0.004 | 0.099 | 0.056 | 0.109 |
| Total_Ct_Chng_Q4_Q1 | 0.016 | -0.040 | 0.009 | -0.034 | 0.024 | -0.047 | -0.093 | -0.011 | 0.078 | -0.040 | 0.302 | 0.223 | 0.233 | 1.000 | 0.094 | -0.213 | 0.214 | 0.314 | 0.050 | 0.000 | 0.030 | 0.023 | 0.000 |
| Avg_Utilization_Ratio | 0.007 | 0.011 | -0.035 | -0.004 | 0.065 | -0.027 | -0.059 | -0.417 | 0.709 | -0.686 | 0.033 | 0.019 | 0.040 | 0.094 | 1.000 | -0.152 | 0.152 | 0.241 | 0.279 | 0.000 | 0.027 | 0.165 | 0.149 |
| Naive_Bayes_Classifier_Attrition_Flag_Card_Category_Contacts_Count_12_mon_Dependent_count_Education_Level_Months_Inactive_12_mon_1 | -0.030 | 0.001 | 0.045 | 0.012 | -0.029 | 0.558 | 0.644 | -0.023 | -0.153 | 0.023 | -0.064 | -0.210 | -0.290 | -0.213 | -0.152 | 1.000 | -1.000 | 1.000 | 0.036 | 0.025 | 0.017 | 0.028 | 0.000 |
| Naive_Bayes_Classifier_Attrition_Flag_Card_Category_Contacts_Count_12_mon_Dependent_count_Education_Level_Months_Inactive_12_mon_2 | 0.030 | -0.002 | -0.043 | -0.013 | 0.029 | -0.557 | -0.646 | 0.023 | 0.152 | -0.023 | 0.064 | 0.211 | 0.290 | 0.214 | 0.152 | -1.000 | 1.000 | 1.000 | 0.036 | 0.025 | 0.017 | 0.028 | 0.000 |
| Attrition_Flag | 0.048 | 0.024 | 0.021 | 0.019 | 0.166 | 0.196 | 0.239 | 0.032 | 0.402 | 0.019 | 0.184 | 0.325 | 0.458 | 0.314 | 0.241 | 1.000 | 1.000 | 1.000 | 0.036 | 0.025 | 0.017 | 0.028 | 0.000 |
| Gender | 0.014 | 0.000 | 0.000 | 0.011 | 0.000 | 0.019 | 0.059 | 0.439 | 0.033 | 0.440 | 0.044 | 0.247 | 0.163 | 0.050 | 0.279 | 0.036 | 0.036 | 0.036 | 1.000 | 0.011 | 0.009 | 0.839 | 0.084 |
| Education_Level | 0.015 | 0.014 | 0.001 | 0.002 | 0.000 | 0.000 | 0.000 | 0.000 | 0.007 | 0.000 | 0.000 | 0.012 | 0.004 | 0.000 | 0.000 | 0.025 | 0.025 | 0.025 | 0.011 | 1.000 | 0.011 | 0.017 | 0.000 |
| Marital_Status | 0.006 | 0.082 | 0.037 | 0.043 | 0.022 | 0.007 | 0.007 | 0.026 | 0.012 | 0.028 | 0.053 | 0.104 | 0.099 | 0.030 | 0.027 | 0.017 | 0.017 | 0.017 | 0.009 | 0.011 | 1.000 | 0.008 | 0.028 |
| Income_Category | 0.003 | 0.084 | 0.043 | 0.046 | 0.007 | 0.017 | 0.015 | 0.278 | 0.022 | 0.278 | 0.015 | 0.093 | 0.056 | 0.023 | 0.165 | 0.028 | 0.028 | 0.028 | 0.839 | 0.017 | 0.008 | 1.000 | 0.053 |
| Card_Category | 0.000 | 0.021 | 0.018 | 0.013 | 0.067 | 0.000 | 0.010 | 0.335 | 0.019 | 0.337 | 0.024 | 0.154 | 0.109 | 0.000 | 0.149 | 0.000 | 0.000 | 0.000 | 0.084 | 0.000 | 0.028 | 0.053 | 1.000 |
Transformed Data
| CLIENTNUM | Customer_Age | Dependent_count | Months_on_book | Total_Relationship_Count | Months_Inactive_12_mon | Contacts_Count_12_mon | Credit_Limit | Total_Revolving_Bal | Avg_Open_To_Buy | Total_Amt_Chng_Q4_Q1 | Total_Trans_Amt | Total_Trans_Ct | Total_Ct_Chng_Q4_Q1 | Avg_Utilization_Ratio | Naive_Bayes_Classifier_Attrition_Flag_Card_Category_Contacts_Count_12_mon_Dependent_count_Education_Level_Months_Inactive_12_mon_1 | Naive_Bayes_Classifier_Attrition_Flag_Card_Category_Contacts_Count_12_mon_Dependent_count_Education_Level_Months_Inactive_12_mon_2 | Attrition_Flag | Gender | Education_Level | Marital_Status | Income_Category | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| CLIENTNUM | 1.000 | 0.111 | -0.185 | 0.205 | -0.004 | -0.041 | 0.127 | -0.052 | -0.188 | -0.038 | 0.035 | 0.006 | 0.018 | -0.012 | -0.040 | 0.074 | -0.071 | 0.000 | 0.102 | 0.000 | 0.099 | 0.073 |
| Customer_Age | 0.111 | 1.000 | -0.322 | 0.801 | 0.021 | -0.051 | 0.039 | -0.107 | -0.080 | -0.102 | 0.012 | -0.003 | -0.059 | 0.038 | 0.073 | -0.024 | 0.022 | 0.112 | 0.000 | 0.095 | 0.055 | 0.000 |
| Dependent_count | -0.185 | -0.322 | 1.000 | -0.252 | -0.067 | 0.078 | -0.007 | 0.003 | -0.026 | 0.004 | 0.018 | 0.163 | 0.083 | 0.035 | -0.035 | 0.161 | -0.157 | 0.165 | 0.000 | 0.069 | 0.054 | 0.093 |
| Months_on_book | 0.205 | 0.801 | -0.252 | 1.000 | -0.004 | 0.002 | 0.023 | -0.141 | -0.131 | -0.130 | 0.013 | 0.086 | 0.004 | -0.002 | 0.077 | -0.017 | 0.016 | 0.000 | 0.000 | 0.000 | 0.164 | 0.046 |
| Total_Relationship_Count | -0.004 | 0.021 | -0.067 | -0.004 | 1.000 | -0.098 | 0.101 | -0.033 | -0.107 | -0.016 | -0.069 | -0.090 | -0.024 | 0.091 | -0.063 | -0.093 | 0.090 | 0.230 | 0.000 | 0.000 | 0.000 | 0.000 |
| Months_Inactive_12_mon | -0.041 | -0.051 | 0.078 | 0.002 | -0.098 | 1.000 | 0.136 | 0.001 | -0.055 | 0.005 | 0.099 | -0.010 | -0.023 | -0.095 | -0.046 | 0.549 | -0.551 | 0.317 | 0.063 | 0.000 | 0.000 | 0.000 |
| Contacts_Count_12_mon | 0.127 | 0.039 | -0.007 | 0.023 | 0.101 | 0.136 | 1.000 | -0.108 | -0.153 | -0.093 | 0.071 | -0.065 | -0.075 | -0.012 | 0.013 | 0.693 | -0.693 | 0.197 | 0.108 | 0.073 | 0.000 | 0.000 |
| Credit_Limit | -0.052 | -0.107 | 0.003 | -0.141 | -0.033 | 0.001 | -0.108 | 1.000 | 0.101 | 0.993 | 0.016 | -0.100 | -0.080 | -0.195 | -0.775 | -0.086 | 0.088 | 0.000 | 0.269 | 0.000 | 0.000 | 0.172 |
| Total_Revolving_Bal | -0.188 | -0.080 | -0.026 | -0.131 | -0.107 | -0.055 | -0.153 | 0.101 | 1.000 | -0.003 | 0.059 | 0.107 | 0.183 | 0.094 | 0.489 | -0.249 | 0.249 | 0.564 | 0.000 | 0.135 | 0.124 | 0.039 |
| Avg_Open_To_Buy | -0.038 | -0.102 | 0.004 | -0.130 | -0.016 | 0.005 | -0.093 | 0.993 | -0.003 | 1.000 | 0.005 | -0.117 | -0.107 | -0.216 | -0.839 | -0.055 | 0.057 | 0.000 | 0.239 | 0.000 | 0.000 | 0.111 |
| Total_Amt_Chng_Q4_Q1 | 0.035 | 0.012 | 0.018 | 0.013 | -0.069 | 0.099 | 0.071 | 0.016 | 0.059 | 0.005 | 1.000 | 0.072 | 0.007 | 0.305 | 0.029 | 0.086 | -0.082 | 0.090 | 0.279 | 0.000 | 0.000 | 0.169 |
| Total_Trans_Amt | 0.006 | -0.003 | 0.163 | 0.086 | -0.090 | -0.010 | -0.065 | -0.100 | 0.107 | -0.117 | 0.072 | 1.000 | 0.881 | 0.261 | 0.158 | -0.211 | 0.214 | 0.402 | 0.098 | 0.078 | 0.000 | 0.000 |
| Total_Trans_Ct | 0.018 | -0.059 | 0.083 | 0.004 | -0.024 | -0.023 | -0.075 | -0.080 | 0.183 | -0.107 | 0.007 | 0.881 | 1.000 | 0.256 | 0.200 | -0.294 | 0.296 | 0.573 | 0.000 | 0.000 | 0.126 | 0.000 |
| Total_Ct_Chng_Q4_Q1 | -0.012 | 0.038 | 0.035 | -0.002 | 0.091 | -0.095 | -0.012 | -0.195 | 0.094 | -0.216 | 0.305 | 0.261 | 0.256 | 1.000 | 0.248 | -0.200 | 0.198 | 0.276 | 0.179 | 0.057 | 0.021 | 0.000 |
| Avg_Utilization_Ratio | -0.040 | 0.073 | -0.035 | 0.077 | -0.063 | -0.046 | 0.013 | -0.775 | 0.489 | -0.839 | 0.029 | 0.158 | 0.200 | 0.248 | 1.000 | -0.115 | 0.115 | 0.416 | 0.223 | 0.072 | 0.263 | 0.177 |
| Naive_Bayes_Classifier_Attrition_Flag_Card_Category_Contacts_Count_12_mon_Dependent_count_Education_Level_Months_Inactive_12_mon_1 | 0.074 | -0.024 | 0.161 | -0.017 | -0.093 | 0.549 | 0.693 | -0.086 | -0.249 | -0.055 | 0.086 | -0.211 | -0.294 | -0.200 | -0.115 | 1.000 | -0.999 | 0.980 | 0.000 | 0.000 | 0.000 | 0.163 |
| Naive_Bayes_Classifier_Attrition_Flag_Card_Category_Contacts_Count_12_mon_Dependent_count_Education_Level_Months_Inactive_12_mon_2 | -0.071 | 0.022 | -0.157 | 0.016 | 0.090 | -0.551 | -0.693 | 0.088 | 0.249 | 0.057 | -0.082 | 0.214 | 0.296 | 0.198 | 0.115 | -0.999 | 1.000 | 0.980 | 0.000 | 0.000 | 0.000 | 0.163 |
| Attrition_Flag | 0.000 | 0.112 | 0.165 | 0.000 | 0.230 | 0.317 | 0.197 | 0.000 | 0.564 | 0.000 | 0.090 | 0.402 | 0.573 | 0.276 | 0.416 | 0.980 | 0.980 | 1.000 | 0.000 | 0.000 | 0.000 | 0.163 |
| Gender | 0.102 | 0.000 | 0.000 | 0.000 | 0.000 | 0.063 | 0.108 | 0.269 | 0.000 | 0.239 | 0.279 | 0.098 | 0.000 | 0.179 | 0.223 | 0.000 | 0.000 | 0.000 | 1.000 | 0.000 | 0.149 | 0.792 |
| Education_Level | 0.000 | 0.095 | 0.069 | 0.000 | 0.000 | 0.000 | 0.073 | 0.000 | 0.135 | 0.000 | 0.000 | 0.078 | 0.000 | 0.057 | 0.072 | 0.000 | 0.000 | 0.000 | 0.000 | 1.000 | 0.027 | 0.000 |
| Marital_Status | 0.099 | 0.055 | 0.054 | 0.164 | 0.000 | 0.000 | 0.000 | 0.000 | 0.124 | 0.000 | 0.000 | 0.000 | 0.126 | 0.021 | 0.263 | 0.000 | 0.000 | 0.000 | 0.149 | 0.027 | 1.000 | 0.000 |
| Income_Category | 0.073 | 0.000 | 0.093 | 0.046 | 0.000 | 0.000 | 0.000 | 0.172 | 0.039 | 0.111 | 0.169 | 0.000 | 0.000 | 0.000 | 0.177 | 0.163 | 0.163 | 0.163 | 0.792 | 0.000 | 0.000 | 1.000 |
Profiling Report
Transformed Data
Profiling Report
Transformed Data
Profiling Report
| CLIENTNUM | Attrition_Flag | Customer_Age | Gender | Dependent_count | Education_Level | Marital_Status | Income_Category | Card_Category | Months_on_book | Total_Relationship_Count | Months_Inactive_12_mon | Contacts_Count_12_mon | Credit_Limit | Total_Revolving_Bal | Avg_Open_To_Buy | Total_Amt_Chng_Q4_Q1 | Total_Trans_Amt | Total_Trans_Ct | Total_Ct_Chng_Q4_Q1 | Avg_Utilization_Ratio | Naive_Bayes_Classifier_Attrition_Flag_Card_Category_Contacts_Count_12_mon_Dependent_count_Education_Level_Months_Inactive_12_mon_1 | Naive_Bayes_Classifier_Attrition_Flag_Card_Category_Contacts_Count_12_mon_Dependent_count_Education_Level_Months_Inactive_12_mon_2 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 768805383 | Existing Customer | 45 | M | 3 | High School | Married | $60K - $80K | Blue | 39 | 5 | 1 | 3 | 12691.0 | 777 | 11914.0 | 1.335 | 1144 | 42 | 1.625 | 0.061 | 0.000093 | 0.99991 |
| 1 | 818770008 | Existing Customer | 49 | F | 5 | Graduate | Single | Less than $40K | Blue | 44 | 6 | 1 | 2 | 8256.0 | 864 | 7392.0 | 1.541 | 1291 | 33 | 3.714 | 0.105 | 0.000057 | 0.99994 |
| 2 | 713982108 | Existing Customer | 51 | M | 3 | Graduate | Married | $80K - $120K | Blue | 36 | 4 | 1 | 0 | 3418.0 | 0 | 3418.0 | 2.594 | 1887 | 20 | 2.333 | 0.000 | 0.000021 | 0.99998 |
| 3 | 769911858 | Existing Customer | 40 | F | 4 | High School | Unknown | Less than $40K | Blue | 34 | 3 | 4 | 1 | 3313.0 | 2517 | 796.0 | 1.405 | 1171 | 20 | 2.333 | 0.760 | 0.000134 | 0.99987 |
| 4 | 709106358 | Existing Customer | 40 | M | 3 | Uneducated | Married | $60K - $80K | Blue | 21 | 5 | 1 | 0 | 4716.0 | 0 | 4716.0 | 2.175 | 816 | 28 | 2.500 | 0.000 | 0.000022 | 0.99998 |
| 5 | 713061558 | Existing Customer | 44 | M | 2 | Graduate | Married | $40K - $60K | Blue | 36 | 3 | 1 | 2 | 4010.0 | 1247 | 2763.0 | 1.376 | 1088 | 24 | 0.846 | 0.311 | 0.000055 | 0.99994 |
| 6 | 810347208 | Existing Customer | 51 | M | 4 | Unknown | Married | $120K + | Gold | 46 | 6 | 1 | 3 | 34516.0 | 2264 | 32252.0 | 1.975 | 1330 | 31 | 0.722 | 0.066 | 0.000123 | 0.99988 |
| 7 | 818906208 | Existing Customer | 32 | M | 0 | High School | Unknown | $60K - $80K | Silver | 27 | 2 | 2 | 2 | 29081.0 | 1396 | 27685.0 | 2.204 | 1538 | 36 | 0.714 | 0.048 | 0.000086 | 0.99991 |
| 8 | 710930508 | Existing Customer | 37 | M | 3 | Uneducated | Single | $60K - $80K | Blue | 36 | 5 | 2 | 0 | 22352.0 | 2517 | 19835.0 | 3.355 | 1350 | 24 | 1.182 | 0.113 | 0.000045 | 0.99996 |
| 9 | 719661558 | Existing Customer | 48 | M | 2 | Graduate | Single | $80K - $120K | Blue | 36 | 6 | 3 | 3 | 11656.0 | 1677 | 9979.0 | 1.524 | 1441 | 32 | 0.882 | 0.144 | 0.000303 | 0.99970 |
Transformed Data
| CLIENTNUM | Attrition_Flag | Customer_Age | Gender | Dependent_count | Education_Level | Marital_Status | Income_Category | Card_Category | Months_on_book | Total_Relationship_Count | Months_Inactive_12_mon | Contacts_Count_12_mon | Credit_Limit | Total_Revolving_Bal | Avg_Open_To_Buy | Total_Amt_Chng_Q4_Q1 | Total_Trans_Amt | Total_Trans_Ct | Total_Ct_Chng_Q4_Q1 | Avg_Utilization_Ratio | Naive_Bayes_Classifier_Attrition_Flag_Card_Category_Contacts_Count_12_mon_Dependent_count_Education_Level_Months_Inactive_12_mon_1 | Naive_Bayes_Classifier_Attrition_Flag_Card_Category_Contacts_Count_12_mon_Dependent_count_Education_Level_Months_Inactive_12_mon_2 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 38 | 715190283 | Existing Customer | 57 | F | 1 | Graduate | Unknown | $40K - $60K | Blue | 49 | 3 | 3 | 2 | 3672.0 | 886 | 2786.0 | 1.320 | 1464 | 28 | 0.556 | 0.241 | 0.000169 | 0.999830 |
| 58 | 711427458 | Existing Customer | 44 | F | 5 | Graduate | Married | Unknown | Blue | 35 | 4 | 1 | 2 | 6273.0 | 978 | 5295.0 | 2.275 | 1359 | 25 | 1.083 | 0.156 | 0.000057 | 0.999940 |
| 258 | 714187533 | Existing Customer | 45 | F | 2 | Uneducated | Single | $40K - $60K | Blue | 35 | 2 | 3 | 0 | 3540.0 | 849 | 2691.0 | 0.456 | 1321 | 28 | 0.750 | 0.240 | 0.000068 | 0.999930 |
| 509 | 716223708 | Attrited Customer | 45 | F | 3 | Uneducated | Single | Unknown | Blue | 36 | 3 | 3 | 3 | 4028.0 | 710 | 3318.0 | 0.731 | 791 | 22 | 0.833 | 0.176 | 0.996910 | 0.003088 |
| 573 | 715416633 | Existing Customer | 54 | M | 1 | Unknown | Married | $80K - $120K | Blue | 36 | 4 | 1 | 2 | 6175.0 | 960 | 5215.0 | 0.709 | 1847 | 59 | 0.405 | 0.155 | 0.000057 | 0.999940 |
| 622 | 711628458 | Existing Customer | 45 | F | 3 | Graduate | Married | Less than $40K | Blue | 31 | 4 | 1 | 0 | 8829.0 | 901 | 7928.0 | 0.825 | 1902 | 45 | 0.667 | 0.102 | 0.000021 | 0.999980 |
| 716 | 789291633 | Existing Customer | 62 | M | 0 | Graduate | Married | $60K - $80K | Blue | 51 | 3 | 2 | 0 | 5450.0 | 967 | 4483.0 | 0.701 | 1526 | 45 | 0.800 | 0.177 | 0.000036 | 0.999960 |
| 771 | 715271733 | Existing Customer | 50 | F | 2 | Uneducated | Single | Less than $40K | Blue | 37 | 3 | 3 | 0 | 8520.0 | 814 | 7706.0 | 0.504 | 1193 | 35 | 0.346 | 0.096 | 0.000068 | 0.999930 |
| 950 | 788814783 | Existing Customer | 39 | M | 1 | Uneducated | Single | $60K - $80K | Blue | 22 | 4 | 3 | 3 | 9204.0 | 845 | 8359.0 | 0.673 | 1820 | 58 | 0.611 | 0.092 | 0.000292 | 0.999710 |
| 1005 | 772532208 | Attrited Customer | 51 | F | 2 | Doctorate | Married | Less than $40K | Blue | 41 | 2 | 2 | 3 | 6630.0 | 916 | 5714.0 | 0.927 | 842 | 24 | 0.500 | 0.138 | 0.996400 | 0.003596 |
Profiling Report
| CLIENTNUM | Attrition_Flag | Customer_Age | Gender | Dependent_count | Education_Level | Marital_Status | Income_Category | Card_Category | Months_on_book | Total_Relationship_Count | Months_Inactive_12_mon | Contacts_Count_12_mon | Credit_Limit | Total_Revolving_Bal | Avg_Open_To_Buy | Total_Amt_Chng_Q4_Q1 | Total_Trans_Amt | Total_Trans_Ct | Total_Ct_Chng_Q4_Q1 | Avg_Utilization_Ratio | Naive_Bayes_Classifier_Attrition_Flag_Card_Category_Contacts_Count_12_mon_Dependent_count_Education_Level_Months_Inactive_12_mon_1 | Naive_Bayes_Classifier_Attrition_Flag_Card_Category_Contacts_Count_12_mon_Dependent_count_Education_Level_Months_Inactive_12_mon_2 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 10117 | 712503408 | Existing Customer | 57 | M | 2 | Graduate | Married | $80K - $120K | Blue | 40 | 6 | 3 | 4 | 17925.0 | 1909 | 16016.0 | 0.712 | 17498 | 111 | 0.820 | 0.106 | 0.000516 | 0.999480 |
| 10118 | 713755458 | Attrited Customer | 50 | M | 1 | Unknown | Unknown | $80K - $120K | Blue | 36 | 6 | 3 | 4 | 9959.0 | 952 | 9007.0 | 0.825 | 10310 | 63 | 1.100 | 0.096 | 0.998130 | 0.001874 |
| 10119 | 716893683 | Attrited Customer | 55 | F | 3 | Uneducated | Single | Unknown | Blue | 47 | 4 | 3 | 3 | 14657.0 | 2517 | 12140.0 | 0.166 | 6009 | 53 | 0.514 | 0.172 | 0.996910 | 0.003088 |
| 10120 | 710841183 | Existing Customer | 54 | M | 1 | High School | Single | $60K - $80K | Blue | 34 | 5 | 2 | 0 | 13940.0 | 2109 | 11831.0 | 0.660 | 15577 | 114 | 0.754 | 0.151 | 0.000038 | 0.999960 |
| 10121 | 713899383 | Existing Customer | 56 | F | 1 | Graduate | Single | Less than $40K | Blue | 50 | 4 | 1 | 4 | 3688.0 | 606 | 3082.0 | 0.570 | 14596 | 120 | 0.791 | 0.164 | 0.000148 | 0.999850 |
| 10122 | 772366833 | Existing Customer | 50 | M | 2 | Graduate | Single | $40K - $60K | Blue | 40 | 3 | 2 | 3 | 4003.0 | 1851 | 2152.0 | 0.703 | 15476 | 117 | 0.857 | 0.462 | 0.000191 | 0.999810 |
| 10123 | 710638233 | Attrited Customer | 41 | M | 2 | Unknown | Divorced | $40K - $60K | Blue | 25 | 4 | 2 | 3 | 4277.0 | 2186 | 2091.0 | 0.804 | 8764 | 69 | 0.683 | 0.511 | 0.995270 | 0.004729 |
| 10124 | 716506083 | Attrited Customer | 44 | F | 1 | High School | Married | Less than $40K | Blue | 36 | 5 | 3 | 4 | 5409.0 | 0 | 5409.0 | 0.819 | 10291 | 60 | 0.818 | 0.000 | 0.997880 | 0.002118 |
| 10125 | 717406983 | Attrited Customer | 30 | M | 2 | Graduate | Unknown | $40K - $60K | Blue | 36 | 4 | 3 | 3 | 5281.0 | 0 | 5281.0 | 0.535 | 8395 | 62 | 0.722 | 0.000 | 0.996710 | 0.003294 |
| 10126 | 714337233 | Attrited Customer | 43 | F | 2 | Graduate | Married | Less than $40K | Silver | 25 | 6 | 2 | 4 | 10388.0 | 1961 | 8427.0 | 0.703 | 10294 | 61 | 0.649 | 0.189 | 0.996620 | 0.003377 |
Transformed Data
| CLIENTNUM | Attrition_Flag | Customer_Age | Gender | Dependent_count | Education_Level | Marital_Status | Income_Category | Card_Category | Months_on_book | Total_Relationship_Count | Months_Inactive_12_mon | Contacts_Count_12_mon | Credit_Limit | Total_Revolving_Bal | Avg_Open_To_Buy | Total_Amt_Chng_Q4_Q1 | Total_Trans_Amt | Total_Trans_Ct | Total_Ct_Chng_Q4_Q1 | Avg_Utilization_Ratio | Naive_Bayes_Classifier_Attrition_Flag_Card_Category_Contacts_Count_12_mon_Dependent_count_Education_Level_Months_Inactive_12_mon_1 | Naive_Bayes_Classifier_Attrition_Flag_Card_Category_Contacts_Count_12_mon_Dependent_count_Education_Level_Months_Inactive_12_mon_2 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 9834 | 788019483 | Existing Customer | 49 | M | 3 | Graduate | Married | $80K - $120K | Blue | 40 | 4 | 1 | 3 | 3660.0 | 766 | 2894.0 | 0.535 | 14515 | 122 | 0.848 | 0.209 | 0.000096 | 0.99990 |
| 9864 | 720633558 | Existing Customer | 37 | F | 3 | Graduate | Divorced | Less than $40K | Blue | 24 | 3 | 3 | 4 | 3727.0 | 995 | 2732.0 | 0.743 | 14786 | 101 | 0.656 | 0.267 | 0.000535 | 0.99946 |
| 9895 | 708880683 | Existing Customer | 49 | M | 5 | College | Married | $40K - $60K | Blue | 40 | 4 | 3 | 4 | 3970.0 | 892 | 3078.0 | 0.772 | 13697 | 102 | 0.759 | 0.225 | 0.000518 | 0.99948 |
| 9929 | 779082633 | Existing Customer | 30 | M | 2 | Uneducated | Single | $60K - $80K | Blue | 13 | 3 | 2 | 3 | 4107.0 | 979 | 3128.0 | 0.647 | 14596 | 104 | 0.733 | 0.238 | 0.000197 | 0.99980 |
| 9993 | 719934783 | Existing Customer | 43 | M | 3 | Doctorate | Married | $80K - $120K | Blue | 27 | 4 | 2 | 2 | 3676.0 | 673 | 3003.0 | 0.629 | 14651 | 105 | 0.780 | 0.183 | 0.000171 | 0.99983 |
| 10037 | 789398733 | Existing Customer | 56 | M | 3 | Graduate | Married | $120K + | Blue | 46 | 3 | 3 | 2 | 5270.0 | 779 | 4491.0 | 0.731 | 16179 | 105 | 0.694 | 0.148 | 0.000187 | 0.99981 |
| 10041 | 767348733 | Existing Customer | 56 | M | 2 | Unknown | Married | $60K - $80K | Blue | 49 | 3 | 3 | 3 | 4058.0 | 793 | 3265.0 | 0.758 | 15865 | 105 | 0.667 | 0.195 | 0.000333 | 0.99967 |
| 10087 | 713768358 | Existing Customer | 45 | M | 4 | Graduate | Single | $40K - $60K | Blue | 35 | 3 | 2 | 2 | 7935.0 | 888 | 7047.0 | 0.779 | 15380 | 122 | 0.694 | 0.112 | 0.000119 | 0.99988 |
| 10099 | 709094358 | Existing Customer | 51 | F | 1 | Graduate | Single | Less than $40K | Blue | 41 | 4 | 2 | 3 | 8900.0 | 798 | 8102.0 | 0.647 | 16737 | 88 | 0.660 | 0.090 | 0.000180 | 0.99982 |
| 10121 | 713899383 | Existing Customer | 56 | F | 1 | Graduate | Single | Less than $40K | Blue | 50 | 4 | 1 | 4 | 3688.0 | 606 | 3082.0 | 0.570 | 14596 | 120 | 0.791 | 0.164 | 0.000148 | 0.99985 |
Profiling Report
| CLIENTNUM | Attrition_Flag | Customer_Age | Gender | Dependent_count | Education_Level | Marital_Status | Income_Category | Card_Category | Months_on_book | Total_Relationship_Count | Months_Inactive_12_mon | Contacts_Count_12_mon | Credit_Limit | Total_Revolving_Bal | Avg_Open_To_Buy | Total_Amt_Chng_Q4_Q1 | Total_Trans_Amt | Total_Trans_Ct | Total_Ct_Chng_Q4_Q1 | Avg_Utilization_Ratio | Naive_Bayes_Classifier_Attrition_Flag_Card_Category_Contacts_Count_12_mon_Dependent_count_Education_Level_Months_Inactive_12_mon_1 | Naive_Bayes_Classifier_Attrition_Flag_Card_Category_Contacts_Count_12_mon_Dependent_count_Education_Level_Months_Inactive_12_mon_2 | # duplicates | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Dataset does not contain duplicate rows. | ||||||||||||||||||||||||
Transformed Data
| CLIENTNUM | Attrition_Flag | Customer_Age | Gender | Dependent_count | Education_Level | Marital_Status | Income_Category | Card_Category | Months_on_book | Total_Relationship_Count | Months_Inactive_12_mon | Contacts_Count_12_mon | Credit_Limit | Total_Revolving_Bal | Avg_Open_To_Buy | Total_Amt_Chng_Q4_Q1 | Total_Trans_Amt | Total_Trans_Ct | Total_Ct_Chng_Q4_Q1 | Avg_Utilization_Ratio | Naive_Bayes_Classifier_Attrition_Flag_Card_Category_Contacts_Count_12_mon_Dependent_count_Education_Level_Months_Inactive_12_mon_1 | Naive_Bayes_Classifier_Attrition_Flag_Card_Category_Contacts_Count_12_mon_Dependent_count_Education_Level_Months_Inactive_12_mon_2 | # duplicates | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Dataset does not contain duplicate rows. | ||||||||||||||||||||||||